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| {{perspectives}} | | {{perspectives}} |
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| | The videos below are all taken from certain playlists. Instead of watching the videos on this page, you may prefer to watch the entire playlists on YouTube. Below are the playlist links: |
| | |
| | * [https://www.youtube.com/playlist?list=PL8483BCA409563C88&feature=view_all Limit: first time college pack] (7 videos) |
| | * [https://www.youtube.com/playlist?list=PLC0bHnWu122lmsGOHv39OSaNwD8MXvlTH&feature=view_all Limit: conceptual and infinity pack] (3 videos) |
| | * Other playlist links to be added |
| ==Motivation and general idea== | | ==Motivation and general idea== |
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| 0:00:24.619,0:00:28.099 | | 0:00:24.619,0:00:28.099 |
| epsilon-delta definition. That was just an intuitive idea, | | epsilon-delta definition. This is just an intuitive idea, |
| and a few somewhat | | and a few somewhat |
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| 0:01:02.050,0:01:06.640 | | 0:01:02.050,0:01:06.640 |
| number c, f(x) approaches some number L, and | | number c, f(x) approaches some number L, and |
| thatâs what this is:
| | that's what this is: |
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| 0:01:06.640,0:01:09.030 | | 0:01:06.640,0:01:09.030 |
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| 0:01:15.259,0:01:22.259 | | 0:01:15.259,0:01:22.259 |
| closer and closer to c, f(x) is sort of hanging | | closer and closer to c, f(x) is sort of hanging |
| around L. Itâs coming | | around L. It's coming |
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| 0:01:22.410,0:01:28.720 | | 0:01:22.410,0:01:28.720 |
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| 0:01:28.720,0:01:32.429 | | 0:01:28.720,0:01:32.429 |
| word limit is used in the English language: | | word limit is used in the English language: |
| One meaning its limit in | | One meaning is limit in |
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| 0:01:32.429,0:01:36.310 | | 0:01:32.429,0:01:36.310 |
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| 0:01:41.319,0:01:46.220 | | 0:01:41.319,0:01:46.220 |
| language, which is limit as a boundary or | | language, which is limit as a boundary or as a cap or as a bound. |
| a as a gap or as a bound.
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| 0:01:53.160,0:01:58.640 | | 0:01:53.160,0:01:58.640 |
| food vault or something, and that sense of
| | fruit bowl or something, and that sense of |
| limit is not used ... for | | limit is not used ... for |
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| 0:02:11.800,0:02:18.800 | | 0:02:11.800,0:02:18.800 |
| so we donât get confused in mathematics. | | so we don't get confused in mathematics. |
| As I said, the idea is that | | As I said, the idea is that |
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| 0:02:32.740,0:02:37.980 | | 0:02:32.740,0:02:37.980 |
| smaller and smaller. This doesnât quite | | smaller and smaller. This doesn't quite |
| work unless your function is | | work unless your function is |
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| 0:02:46.750,0:02:52.170 | | 0:02:46.750,0:02:52.170 |
| doesnât really ⦠it's not very clear what
| | doesn't really ... it's not very clear what |
| we mean here without further | | we mean here without further |
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| 0:03:09.180,0:03:13.430 | | 0:03:09.180,0:03:13.430 |
| which you may have seen in school. (well, | | which you may have seen in school. (well, |
| if youâve seen limits in | | if you've seen limits in |
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| 0:03:13.430,0:03:17.110 | | 0:03:13.430,0:03:17.110 |
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| 0:03:35.990,0:03:42.990 | | 0:03:35.990,0:03:42.990 |
| This is x of c, so this is the value x of | | This is x is c, so this is the value x is |
| c, and this is a graph of | | c, and this is the graph of |
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| 0:03:44.069,0:03:48.310 | | 0:03:44.069,0:03:48.310 |
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| 0:04:17.819,0:04:23.259 | | 0:04:17.819,0:04:23.259 |
| values ⦠so the function, the graph of it, | | values ... so the function, the graph of it, |
| the function values are | | the function values are |
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| 0:04:23.259,0:04:27.449 | | 0:04:23.259,0:04:27.449 |
| their prospective Y coordinates, so this is | | their respective y coordinates, so this is |
| x, this is Y, this is the | | x, this is y, this is the |
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| 0:04:27.449,0:04:34.449 | | 0:04:27.449,0:04:34.449 |
| graph. Y is f(x). When x is to the initial | | graph. y is f(x). When x is to the immediate |
| left of c, the value, Y | | left of c, the value, y |
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| 0:04:35.749,0:04:42.749 | | 0:04:35.749,0:04:42.749 |
| value, the Y approach f(x) value is ⦠are | | value, the y equals f(x) value is ... are |
| these values, so this or | | these values, so this or |
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| 0:04:44.610,0:04:51.610 | | 0:04:44.610,0:04:51.610 |
| this. As x approaches c from the left, the | | this. As x approaches c from the left, the |
| Y values are approaching
| | y values are approaching |
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| 0:04:53.699,0:04:57.240 | | 0:04:53.699,0:04:57.240 |
| the Y coordinate of this open circle. | | the y coordinate of this open circle. |
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| 0:04:57.240,0:05:04.240 | | 0:04:57.240,0:05:04.240 |
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| 0:05:05.680,0:05:10.830 | | 0:05:05.680,0:05:10.830 |
| approaching c from the left, then the limit | | approaching c from the left, then the limit |
| would be the Y coordinate | | would be the y coordinate |
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| 0:05:10.830,0:05:16.279 | | 0:05:10.830,0:05:16.279 |
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| 0:05:16.279,0:05:22.749 | | 0:05:16.279,0:05:22.749 |
| right, so approaches from here ⦠the Y coordinate | | right, so approaches from here ... the y coordinate |
| is approaching the Y | | is approaching the y |
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| 0:05:58.089,0:06:05.089 | | 0:05:58.089,0:06:05.089 |
| right, thatâs plus of f(x), | | right, that's plus of f(x), |
| is L2, and the value f of c is some third | | is L2, and the value f of c is some third |
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| 0:06:08.059,0:06:15.059 | | 0:06:08.059,0:06:15.059 |
| number. We donât know what | | number. We don't know what |
| it is, but f of c, L1, L2, are in this case | | it is, but f of c, L1, L2, are in this case |
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| 0:06:25.900,0:06:28.259 | | 0:06:25.900,0:06:28.259 |
| concept of limit is usually a concept of two | | concept of limit is usually a concept of two |
| sides of limit, which
| | sided limit, which |
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| 0:06:39.860,0:06:43.279 | | 0:06:39.860,0:06:43.279 |
| doesnât matter, so whether the value exists,
| | doesn't matter, so whether the value exists, |
| what it is, does not | | what it is, does not |
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| 0:07:03.499,0:07:07.749 | | 0:07:03.499,0:07:07.749 |
| sort of that. For the left-hand limit, you | | sort of that: For the left-hand limit, you |
| basically sort of follow | | basically sort of follow |
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| 0:07:11.499,0:07:15.789 | | 0:07:11.499,0:07:15.789 |
| get the Y coordinate of that. For the right-hand | | get the y coordinate of that. For the right-hand |
| limit, you follow | | limit, you follow |
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| 0:07:15.789,0:07:21.129 | | 0:07:15.789,0:07:21.129 |
| the graph on the right and see where they're | | the graph on the right and see where we're |
| headed to, and add the Y | | headed to, and get the y |
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| 0:07:21.129,0:07:22.240 | | 0:07:21.129,0:07:22.240 |
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| 0:07:52.610,0:07:55.889 | | 0:07:52.610,0:07:55.889 |
| values are different. You could also have
| | value is different. You could also have |
| a situation where the value | | a situation where the value |
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| 0:07:55.889,0:08:00.460 | | 0:07:55.889,0:08:00.460 |
| doesnât exist at all. The function isn't
| | doesn't exist at all. The function isn't |
| defined at the point, but | | defined at the point, but |
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| 0:08:00.460,0:08:03.139 | | 0:08:00.460,0:08:03.139 |
| the limits still exist because the left-hand | | the limit still exists because the left-hand |
| limit and right-hand | | limit and right-hand |
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| 0:08:04.719,0:08:09.979 | | 0:08:04.719,0:08:09.979 |
| Now, all these examples, they're sort of a | | Now, all these examples, there's sort of a |
| crude way of putting this | | crude way of putting this |
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| 0:08:23.929,0:08:28.259 | | 0:08:23.929,0:08:28.259 |
| thatâs headed to, and use another finger
| | that's headed to, and use another finger |
| to trace the curve on the | | to trace the curve on the |
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| 0:08:28.259,0:08:33.640 | | 0:08:28.259,0:08:33.640 |
| immediate right and see where thatâs headed | | immediate right and see where that's headed |
| to, and if your two | | to, and if your two |
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| 0:08:33.640,0:08:38.270 | | 0:08:33.640,0:08:38.270 |
| fingers can meet each other, then the place | | fingers can meet each other, then the place |
| where they meet, the Y | | where they meet, the y |
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| 0:08:38.270,0:08:41.870 | | 0:08:38.270,0:08:41.870 |
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| 0:08:46.940,0:08:51.120 | | 0:08:46.940,0:08:51.120 |
| is here, and then the limit doesnât exist | | is here, and then the limit doesn't exist |
| because the left-hand limit | | because the left-hand limit |
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| 0:08:53.509,0:08:59.819 | | 0:08:53.509,0:08:59.819 |
| This, hopefully, you have seen in great detail | | This, hopefully, you have seen in great detail |
| where youâve done
| | when you've done |
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| 0:08:59.819,0:09:05.779 | | 0:08:59.819,0:09:05.779 |
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| 0:09:05.779,0:09:11.850 | | 0:09:05.779,0:09:11.850 |
| this two-finger test is not really a good | | this two-finger test is not really a good |
| definition of limit. Whatâs | | definition of limit. What's |
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| 0:09:11.850,0:09:13.600 | | 0:09:11.850,0:09:13.600 |
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| 0:09:25.220,0:09:29.440 | | 0:09:25.220,0:09:29.440 |
| hard, and it doesnât really solve any problem. | | hard, and it doesn't really solve any problem. |
| It's not really a | | It's not really a |
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| 0:09:50.040,0:09:56.990 | | 0:09:50.040,0:09:56.990 |
| things could give us trouble? Why do we need | | things could give us trouble? Why do we need |
| to define our | | to refine our |
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| 0:09:56.990,0:10:03.209 | | 0:09:56.990,0:10:03.209 |
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| 0:10:18.220,0:10:21.899 | | 0:10:18.220,0:10:21.899 |
| have to develop a pure cut concept of limit | | have to develop a clear cut concept of limit |
| to be able to answer this | | to be able to answer this |
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| 0:10:32.920,0:10:39.920 | | 0:10:32.920,0:10:39.920 |
| just equal secant x. It's not that. It's sine | | just equal cosecant x. It's not that. It's sine |
| of 1 over x, and this | | of 1 over x, and this |
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| 0:10:50.220,0:10:52.660 | | 0:10:50.220,0:10:52.660 |
| that thatâs not defined, isn't good enough | | that that's not defined, isn't good enough |
| for us to say the limit | | for us to say the limit |
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| 0:10:52.660,0:10:55.139 | | 0:10:52.660,0:10:55.139 |
| doesn't [inaudible 00:10:36] we actually have | | doesn't exist; we actually have |
| to try to make a picture | | to try to make a picture |
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| 0:10:55.139,0:10:57.660 | | 0:10:55.139,0:10:57.660 |
| of this and try to understand what the limit | | of this and try to understand what the limit |
| is here. | | is going to be. |
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| 0:10:57.660,0:11:04.660 | | 0:10:57.660,0:11:04.660 |
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| 0:11:12.560,0:11:19.560 | | 0:11:12.560,0:11:19.560 |
| will sine 1 over x look? Let's start of where | | will sine 1 over x look? Let's start off where |
| x is nearly infinity. | | x is nearly infinity. |
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| 0:11:30.660,0:11:36.879 | | 0:11:30.660,0:11:36.879 |
| therefore slightly positive. It's like here. | | therefore slightly positive. It's like here. |
| It's going to start up | | It's going to start off |
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| 0:11:36.879,0:11:42.810 | | 0:11:36.879,0:11:42.810 |
| with an S [inaudible 00:11:21] at zero. Then | | with an asymptote, a horizontal asymptote, at zero. |
| it's going to sort of go | | Then it's going to sort of go |
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| 0:11:42.810,0:11:49.420 | | 0:11:42.810,0:11:49.420 |
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| 0:12:16.990,0:12:21.160 | | 0:12:16.990,0:12:21.160 |
| 1 over 3 pi, and so on. Whatâs going to | | 1 over 3 pi, and so on. What's going to |
| happen is that near zero it's | | happen is that near zero it's |
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| 0:13:38.850,0:13:45.060 | | 0:13:38.850,0:13:45.060 |
| Iâm not being very accurate here, but just
| | I'm not being very accurate here, but just |
| the idea. The pen or | | the idea. The pen or |
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| 0:14:18.050,0:14:21.579 | | 0:14:18.050,0:14:21.579 |
| this, this ⦠you're sort of getting close | | this, this ... you're sort of getting close |
| to here but still not quite | | to zero but still not quite |
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| 0:14:21.579,0:14:28.579 | | 0:14:21.579,0:14:28.579 |
| reaching it. It's ⦠where are you headed? | | reaching it. It's ... where are you headed? |
| It's kind of a little | | It's kind of a little |
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| 0:14:31.610,0:14:36.879 | | 0:14:31.610,0:14:36.879 |
| unclear. Notice, it's not that just because | | unclear. Notice, it's not that just because |
| we plug in zero doesnât | | we plug in zero doesn't |
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| 0:14:36.879,0:14:39.170 | | 0:14:36.879,0:14:39.170 |
| make sense, the limit doesn't... Thatâs | | make sense, the limit doesn't... That's |
| not the issue. The issue is | | not the issue. The issue is |
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| 0:14:39.170,0:14:43.249 | | 0:14:39.170,0:14:43.249 |
| that after you make the graph, it's unclear | | that after you make the graph, it's unclear |
| whatâs happening.
| | what's happening. |
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| 0:14:43.249,0:14:49.329 | | 0:14:43.249,0:14:49.329 |
| One kind of logic is that the other limit | | One kind of logic is that, yeah, the limit |
| is zero? Why? Well, it's | | is zero? Why? Well, it's |
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| 0:14:49.329,0:14:52.949 | | 0:14:49.329,0:14:52.949 |
| kind of balance around here. It's a bit above | | kind of balanced around zero, right? It's a bit |
| and below, and it keeps | | above and below, and it keeps |
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| 0:14:52.949,0:14:59.949 | | 0:14:52.949,0:14:59.949 |
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| 0:15:12.459,0:15:17.449 | | 0:15:12.459,0:15:17.449 |
| If you think of limit as something thatâs | | If you think of limit as something it's |
| approaching, then as x | | approaching, then as x |
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| 0:15:36.550,0:15:41.920 | | 0:15:36.550,0:15:41.920 |
| zero, any small ⦠this you make around zero, | | zero, any small ... this you make around zero, |
| the graph is going to | | the graph is going to |
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| 0:15:47.269,0:15:50.300 | | 0:15:47.269,0:15:50.300 |
| oscillating with the minus 1 and 1. However, | | oscillating within [-1,1]. However |
| smaller interval you
| | small an interval you |
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| 0:15:50.300,0:15:54.540 | | 0:15:50.300,0:15:54.540 |
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| 0:16:28.639,0:16:33.089 | | 0:16:28.639,0:16:33.089 |
| close and stay close. So thatâs actually | | close and stay close. So that's actually |
| key idea number two we have | | key idea number two we have |
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| 0:16:33.089,0:16:38.290 | | 0:16:33.089,0:16:38.290 |
| here the function ⦠for the function to | | here the function ... for the function to |
| have a limit at the point, the | | have a limit at the point, the |
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| 0:16:45.079,0:16:49.459 | | 0:16:45.079,0:16:49.459 |
| This is, therefore, it doesnât have a limit | | This is, therefore, it doesn't have a limit |
| at zero because the | | at zero because the |
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| 0:16:54.420,0:17:01.059 | | 0:16:54.420,0:17:01.059 |
| trap the function values. You cannot say that⦠| | trap the function values. You cannot say that... |
| you cannot trap the | | you cannot trap the |
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| 0:17:30.330,0:17:33.890 | | 0:17:30.330,0:17:33.890 |
| need to remember is that the function doesnât | | need to remember is that the function doesn't |
| just need to come close | | just need to come close |
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| 0:18:30.550,0:18:37.550 | | 0:18:30.550,0:18:37.550 |
| of ⦠whatâs close enough? Is 2.1 close | | of ... what's close enough? Is 2.1 close |
| enough? No, thatâs too far. | | enough? No, that's too far. |
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| 0:18:38.750,0:18:43.380 | | 0:18:38.750,0:18:43.380 |
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| 0:18:43.380,0:18:47.420 | | 0:18:43.380,0:18:47.420 |
| Now, if you werenât a mathematician, you | | Now, if you weren't a mathematician, you |
| would probably say, "Yes, | | would probably say, "Yes, |
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| 0:19:59.990,0:20:05.940 | | 0:19:59.990,0:20:05.940 |
| this picture, and I change it to, let's say | | this picture, and I change it to, let's say |
| ⦠so I replace this
| | ... so I replace this |
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| 0:20:05.940,0:20:11.410 | | 0:20:05.940,0:20:11.410 |
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| 0:20:32.040,0:20:35.000 | | 0:20:32.040,0:20:35.000 |
| behavior sort of at this time that point or | | behavior, sort of at that point or |
| farther away than that | | farther away than that |
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| 0:20:35.000,0:20:42.000 | | 0:20:35.000,0:20:42.000 |
| point, then the behavior close to 2 doesnât | | point, then the behavior close to 2 doesn't |
| get affected. Thatâs the | | get affected. That's the |
|
| |
|
| 0:20:42.820,0:20:46.660 | | 0:20:42.820,0:20:46.660 |
| other key idea here. Actually I did these | | other key idea here. Actually I did these |
| in [inaudible 00:20:30]. | | in reverse order. |
|
| |
|
| 0:20:46.660,0:20:52.060 | | 0:20:46.660,0:20:52.060 |
| Thatâs how it is coming, actually, but I'll
| | That's how it was coming naturally, but I'll |
| just say it again. | | just say it again. |
|
| |
|
| Line 890: |
Line 894: |
|
| |
|
| 0:20:56.570,0:21:00.210 | | 0:20:56.570,0:21:00.210 |
| doesnât depend on the behavior at any single
| | doesn't depend on the behavior at any single |
| specific other point. It | | specific other point. It |
|
| |
|
| Line 910: |
Line 914: |
|
| |
|
| 0:21:19.790,0:21:26.790 | | 0:21:19.790,0:21:26.790 |
| tracked near the point for the limit notion
| | trapped near the point for the limit notion |
| to be true. This type of | | to be true. This type of |
|
| |
|
| Line 926: |
Line 930: |
|
| |
|
| 0:21:40.590,0:21:47.590 | | 0:21:40.590,0:21:47.590 |
| strip. In that case, the limit doesnât exist. | | strip. In that case, the limit doesn't exist. |
| In subsequent videos, | | In subsequent videos, |
|
| |
|
| 0:21:48.550,0:21:54.630 | | 0:21:48.550,0:21:54.630 |
| we'll see Epsilon definition, we'll do a bit | | we'll see the epsilon delta definition, we'll do a bit |
| of formalism to that, and | | of formalism to that, and |
|
| |
|
| Line 2,236: |
Line 2,240: |
| Vipul: Ok, so this talk is going to be about | | Vipul: Ok, so this talk is going to be about |
| why under certain circumstances limits don't exist | | why under certain circumstances limits don't exist |
|
| |
| 0:00:38.710,0:00:39.800
| |
|
| |
|
| 0:00:39.800,0:00:46.800 | | 0:00:39.800,0:00:46.800 |
| We are going to take this example of a function | | We are going to take this example of a function |
| which is defined like this: sin of one over x | | which is defined like this: sin of one over x |
|
| |
| 0:00:47.270,0:00:47.699
| |
|
| |
|
| 0:00:47.699,0:00:51.360 | | 0:00:47.699,0:00:51.360 |
| Line 2,841: |
Line 2,841: |
| ==Misconceptions== | | ==Misconceptions== |
|
| |
|
| <center>{{#widget:YouTube|id=Kms_VHwgdZ8}}</center> | | <center>{{#widget:YouTube|id=F0r_offAc5M}}</center> |
| | |
| | Full timed transcript: <toggledisplay> |
| | 0:00:15.500,0:00:19.140 |
| | Vipul: Okay. This talk is going to be about |
| | certain misconceptions |
| | |
| | 0:00:19.140,0:00:22.440 |
| | that people have regarding limits and these |
| | are misconceptions that |
| | |
| | 0:00:22.440,0:00:25.840 |
| | people generally acquire after... |
| | |
| | 0:00:25.840,0:00:29.180 |
| | These are not the misconceptions that |
| | people have before studying limits, |
| | |
| | 0:00:29.180,0:00:32.730 |
| | these are misconceptions you might have after |
| | studying limits, |
| | |
| | 0:00:32.730,0:00:35.059 |
| | after studying the epsilon delta definition. |
| | |
| | 0:00:35.059,0:00:38.550 |
| | I'm going to describe these misconceptions |
| | in terms of the limit game, |
| | |
| | 0:00:38.550,0:00:41.900 |
| | the prover skeptic game of the limit. Though |
| | the misconceptions |
| | |
| | 0:00:41.900,0:00:45.850 |
| | themselves don't depend on |
| | the understanding of the |
| | |
| | 0:00:45.850,0:00:49.059 |
| | game but to understand exactly what's |
| | happening, it's better to think |
| | |
| | 0:00:49.059,0:00:51.010 |
| | of it in terms of the game. |
| | |
| | 0:00:51.010,0:00:55.370 |
| | First recall the definition. So limit as x |
| | approaches c of f(x) is a |
| | |
| | 0:00:55.370,0:01:01.629 |
| | number L; so c and L are both numbers, real |
| | numbers. f is a function, |
| | |
| | 0:01:01.629,0:01:06.380 |
| | x is approaching c. And we said this is true |
| | if the following -- for |
| | |
| | 0:01:06.380,0:01:10.180 |
| | every epsilon greater than zero, there exists |
| | a delta greater than |
| | |
| | 0:01:10.180,0:01:14.800 |
| | zero such that for all x which are within delta |
| | distance of c, f(x) is |
| | |
| | 0:01:14.800,0:01:17.590 |
| | within epsilon distance of L. Okay? |
| | |
| | 0:01:17.590,0:01:24.590 |
| | Now, how do we describe this in terms for |
| | limit game? |
| | |
| | 0:01:26.530,0:01:33.530 |
| | KM: So, skeptic starts off with the first |
| | part of the definition. |
| | |
| | 0:01:34.990,0:01:38.189 |
| | Vipul: By picking the epsilon? Okay, that's |
| | the thing written in |
| | |
| | 0:01:38.189,0:01:42.939 |
| | black. What's the skeptic trying to do? What's the |
| | goal of the skeptic? |
| | |
| | 0:01:42.939,0:01:49.100 |
| | KM: To try and pick an epsilon that would |
| | not work. |
| | |
| | 0:01:49.100,0:01:53.450 |
| | Vipul: So the goal of the skeptic is to try |
| | to show that the statement is false. |
| | |
| | 0:01:53.450,0:01:54.100 |
| | KM: Yeah. |
|
| |
|
| ==Conceptual definition and various cases==
| | 0:01:54.100,0:01:57.790 |
| | Vipul: Right? In this case the skeptic should |
| | try to start by choosing |
| | |
| | 0:01:57.790,0:02:02.220 |
| | an epsilon that is really [small] -- the goal of |
| | the skeptic is to pick an |
| | |
| | 0:02:02.220,0:02:04.500 |
| | epsilon that's really small, what is the |
| | skeptic trying to challenge |
| | |
| | 0:02:04.500,0:02:07.920 |
| | the prover into doing by picking the epsilon? |
| | The skeptic is trying to |
|
| |
|
| ===Formulation of conceptual definition===
| | 0:02:07.920,0:02:11.959 |
| | challenge the prover into trapping the function |
| | close to L when x is |
|
| |
|
| <center>{{#widget:YouTube|id=bE_aKfmUHN8}}</center>
| | 0:02:11.959,0:02:17.040 |
| | close to c. And the way the skeptic specifies |
| | what is meant by "close to L" is |
|
| |
|
| ===Functions of one variable case===
| | 0:02:17.040,0:02:19.860 |
| | by the choice of epsilon. Okay? |
|
| |
|
| This covers limits at and to infinity. | | 0:02:19.860,0:02:24.900 |
| | When picking epsilon the skeptic is |
| | effectively picking this interval, L - |
| | |
| | 0:02:24.900,0:02:30.700 |
| | epsilon, L + epsilon). Okay? And basically |
| | that's what the skeptic is |
| | |
| | 0:02:30.700,0:02:33.680 |
| | doing. The prover is then picking a delta. |
| | What is the goal of the |
| | |
| | 0:02:33.680,0:02:36.239 |
| | prover in picking the delta? The prover is |
| | saying, "Here's how I can |
| | |
| | 0:02:36.239,0:02:40.099 |
| | trap the function within that interval. I'm |
| | going to pick a delta and |
| | |
| | 0:02:40.099,0:02:43.520 |
| | my claim is that if the x value within delta distance of c, except the |
| | |
| | 0:02:43.520,0:02:47.000 |
| | point c itself, so my claim is for any x value |
| | there the function is |
| | |
| | 0:02:47.000,0:02:48.260 |
| | trapped in here." |
| | |
| | 0:02:48.260,0:02:52.819 |
| | So, the prover picks the delta and then the |
| | skeptic tries to |
| | |
| | 0:02:52.819,0:02:56.709 |
| | test the prover's claim by picking an x |
| | |
| | 0:02:56.709,0:02:59.670 |
| | which is within the interval specified by |
| | the prover and then they |
| | |
| | 0:02:59.670,0:03:03.379 |
| | both check whether f(x) is within epsilon |
| | distance [of L]. If it is |
| | |
| | 0:03:03.379,0:03:07.940 |
| | then the prover wins and if it is not, if |
| | this [|f(x) - L|]is not less |
| | |
| | 0:03:07.940,0:03:09.989 |
| | than epsilon then the skeptic wins. Okay? |
| | |
| | 0:03:09.989,0:03:13.659 |
| | So, the skeptic is picking the neighborhood |
| | of the target point which |
| | |
| | 0:03:13.659,0:03:17.030 |
| | in this case is just the open interval of |
| | radius epsilon, the prover |
| | |
| | 0:03:17.030,0:03:21.940 |
| | is picking the delta which is effectively the |
| | neighborhood of the domain |
| | |
| | 0:03:21.940,0:03:25.760 |
| | point except the point c as I've said open |
| | interval (c - delta, c + |
| | |
| | 0:03:25.760,0:03:30.870 |
| | delta) excluding c and then the skeptic picks |
| | an x in the neighborhood |
| | |
| | 0:03:30.870,0:03:35.700 |
| | specified by prover and if the function value |
| | is within the interval |
| | |
| | 0:03:35.700,0:03:38.830 |
| | specified by the skeptic then the prover wins. |
| | |
| | 0:03:38.830,0:03:41.989 |
| | Now, what does it mean to say the statement |
| | is true in terms of the |
| | |
| | 0:03:41.989,0:03:43.080 |
| | game? |
| | |
| | 0:03:43.080,0:03:50.080 |
| | KM: So, it means that the prover is always |
| | going to win the game. |
| | |
| | 0:03:51.849,0:03:55.629 |
| | Vipul: Well, sort of. I mean the prover may |
| | play it stupidly. The |
| | |
| | 0:03:55.629,0:04:00.750 |
| | prover can win the game if the prover plays |
| | well. So, the prover has a |
| | |
| | 0:04:00.750,0:04:03.230 |
| | winning strategy for the game. Okay? |
| | |
| | 0:04:05.230,0:04:10.299 |
| | The statement is true if the prover has a |
| | winning strategy for the |
| | |
| | 0:04:10.299,0:04:14.090 |
| | game and that means the prover has a way |
| | of playing the game such that |
| | |
| | 0:04:14.090,0:04:17.320 |
| | whatever the skeptic does the prover is going |
| | to win the game. The |
| | |
| | 0:04:17.320,0:04:20.789 |
| | statement is considered false if the skeptic |
| | has a winning strategy |
| | |
| | 0:04:20.789,0:04:23.370 |
| | for the game which means the skeptic has a |
| | way of playing so that |
| | |
| | 0:04:23.370,0:04:25.729 |
| | whatever the prover does the skeptic can win |
| | the game. |
| | |
| | 0:04:25.729,0:04:27.599 |
| | Or if the game doesn't make sense at all |
| | ... |
| | |
| | 0:04:27.599,0:04:29.460 |
| | maybe the function is not defined on |
| | |
| | 0:04:29.460,0:04:31.050 |
| | the immediate left and right of c. |
| | |
| | 0:04:31.050,0:04:32.370 |
| | If the function isn't defined then we |
| | |
| | 0:04:32.370,0:04:34.160 |
| | cannot even make sense of the statement. |
| | |
| | 0:04:34.160,0:04:36.990 |
| | Either way -- the skeptic has a winning strategy |
| | |
| | 0:04:36.990,0:04:37.770 |
| | or the game doesn't make sense -- |
| | |
| | 0:04:41.770,0:04:43.470 |
| | then the statement is false. |
| | |
| | 0:04:43.470,0:04:47.660 |
| | If the prover has a winning strategy |
| | the statement is true. |
| | |
| | 0:04:47.660,0:04:54.660 |
| | With this background in mind let's look |
| | at some common misconceptions. |
| | |
| | 0:04:56.540,0:05:03.540 |
| | Okay. Let's say we are trying to prove that |
| | the limit as x approaches |
| | |
| | 0:05:27.620,0:05:31.530 |
| | 2 of x^2 is 4, so is that statement correct? |
| | The statement we're |
| | |
| | 0:05:31.530,0:05:32.060 |
| | trying to prove? |
| | |
| | 0:05:32.060,0:05:32.680 |
| | KM: Yes. |
| | |
| | 0:05:32.680,0:05:35.960 |
| | Vipul: That's correct. Because in fact x^2 |
| | is a continuous function |
| | |
| | 0:05:35.960,0:05:40.160 |
| | and the limit of a continuous function at |
| | the point is just the |
| | |
| | 0:05:40.160,0:05:43.030 |
| | value at the point and 2^2 is 4. But we're |
| | going to now try to prove |
| | |
| | 0:05:43.030,0:05:48.530 |
| | this formally using the epsilon-delta definition |
| | of limit, okay? Now |
| | |
| | 0:05:48.530,0:05:51.229 |
| | in terms of the epsilon-delta definition or |
| | rather in terms of this |
| | |
| | 0:05:51.229,0:05:55.160 |
| | game setup, what we need to do is we need |
| | to describe a winning |
| | |
| | 0:05:55.160,0:06:01.460 |
| | strategy for the prover. Okay? We need to |
| | describe delta in terms of |
| | |
| | 0:06:01.460,0:06:05.240 |
| | epsilon. The prover essentially ... the only |
| | move the prover makes is |
| | |
| | 0:06:05.240,0:06:09.130 |
| | this choice of delta. Right? The skeptic picked |
| | epsilon, the prover |
| | |
| | 0:06:09.130,0:06:12.810 |
| | picked delta then the skeptic picks x and |
| | then they judge who won. The |
| | |
| | 0:06:12.810,0:06:15.810 |
| | only choice the prover makes is the choice |
| | of delta, right? |
| | |
| | 0:06:15.810,0:06:16.979 |
| | KM: Exactly. |
| | |
| | 0:06:16.979,0:06:20.080 |
| | Vipul: The prover has to specify delta in terms |
| | of epsilon. |
| | |
| | 0:06:20.080,0:06:24.819 |
| | So, here is my strategy. My strategy is I'm |
| | going to choose delta as, |
| | |
| | 0:06:24.819,0:06:29.509 |
| | I as a prover is going to choose delta as |
| | epsilon over the absolute |
| | |
| | 0:06:29.509,0:06:33.690 |
| | value of x plus 2 [|x + 2|]. Okay? |
| | |
| | 0:06:33.690,0:06:36.880 |
| | Now, what I want to show that this strategy |
| | works. So, what I'm claiming |
| | |
| | 0:06:36.880,0:06:39.840 |
| | is that if ... so let me just finish this |
| | and then you can tell me where |
| | |
| | 0:06:39.840,0:06:43.419 |
| | I went wrong here, okay? I'm claiming that |
| | this strategy works which |
| | |
| | 0:06:43.419,0:06:47.130 |
| | means I'm claiming that if the skeptic now |
| | picks any x which is within |
| | |
| | 0:06:47.130,0:06:54.130 |
| | delta distance of 2; the target point, |
| | |
| | 0:06:56.710,0:07:01.490 |
| | then the function value is within epsilon |
| | distance of 4, the claimed |
| | |
| | 0:07:01.490,0:07:04.080 |
| | limit. That's what I want to show. |
| | |
| | 0:07:04.080,0:07:08.300 |
| | Now is that true? Well, here's how I do |
| | it. I say, I start by |
| | |
| | 0:07:08.300,0:07:13.539 |
| | taking this expression, I factor it as |
| | |x - 2||x + 2|. The absolute |
| | |
| | 0:07:13.539,0:07:16.810 |
| | value of product is the product of the absolute |
| | values so this can be |
| | |
| | 0:07:16.810,0:07:21.599 |
| | split like that. Now I say, well, we know |
| | that |x - 2| is less than |
| | |
| | 0:07:21.599,0:07:24.979 |
| | delta and this is a positive thing. So we |
| | can write this as less than delta |
| | |
| | 0:07:24.979,0:07:31.979 |
| | times absolute value x plus 2. Right? And |
| | this delta is epsilon over |
| | |
| | 0:07:35.599,0:07:37.620 |
| | |x + 2| and we get epsilon. |
| | |
| | 0:07:37.620,0:07:40.460 |
| | So, this thing equals something, less than |
| | something, equals |
| | |
| | 0:07:40.460,0:07:43.580 |
| | something, equals something, you have a chain |
| | of things, there's one |
| | |
| | 0:07:43.580,0:07:47.720 |
| | step that you have less than. So overall we |
| | get that this expression, |
| | |
| | 0:07:47.720,0:07:53.740 |
| | this thing is less than epsilon. So, we have |
| | shown that whatever x the |
| | |
| | 0:07:53.740,0:08:00.370 |
| | skeptic would pick, the function value lies |
| | within the epsilon |
| | |
| | 0:08:00.370,0:08:05.030 |
| | distance of the claimed limit. As long as the skeptic picks x within |
| | |
| | 0:08:05.030,0:08:09.240 |
| | delta distance of the target point. |
| | |
| | 0:08:09.240,0:08:16.240 |
| | Does this strategy work? Is this a proof? |
| | What's wrong with this? |
| | |
| | 0:08:24.270,0:08:31.270 |
| | Do you think there's anything wrong |
| | with the algebra I've done here? |
| | |
| | 0:08:33.510,0:08:40.510 |
| | KM: Well, we said that ... |
| | |
| | 0:08:40.910,0:08:47.910 |
| | Vipul: So, is there anything wrong in the |
| | algebra here? This is this, |
| | |
| | 0:08:50.160,0:08:51.740 |
| | this is less than delta, delta ... So, this |
| | part |
| | |
| | 0:08:51.740,0:08:52.089 |
| | seems fine, right? |
| | |
| | 0:08:52.089,0:08:52.339 |
| | KM: Yes. |
| | |
| | 0:08:52.330,0:08:55.640 |
| | Vipul: There's nothing wrong in the algebra |
| | here. So, what could be |
| | |
| | 0:08:55.640,0:09:00.310 |
| | wrong? Our setup seems fine. If the x value |
| | is within delta distance |
| | |
| | 0:09:00.310,0:09:03.350 |
| | of 2 then the function value is within epsilon |
| | distance of 4. That's |
| | |
| | 0:09:03.350,0:09:05.360 |
| | exactly what we want to prove, right? |
| | |
| | 0:09:05.360,0:09:11.120 |
| | So, there's nothing wrong this point onward. |
| | So, the error happened |
| | |
| | 0:09:11.120,0:09:14.440 |
| | somewhere here. What do you think |
| | was wrong |
| | |
| | 0:09:14.440,0:09:21.160 |
| | here? In the strategy choice step? What do |
| | you think went wrong in the |
| | |
| | 0:09:21.160,0:09:24.010 |
| | strategy choice step? |
| | |
| | 0:09:24.010,0:09:28.850 |
| | Well, okay, so in what order do they play their moves? |
| | Skeptic will choose the epsilon, |
| | |
| | 0:09:28.850,0:09:29.760 |
| | then? |
| | |
| | 0:09:29.760,0:09:35.130 |
| | KM: Then the prover chooses delta. |
| | |
| | 0:09:35.130,0:09:36.080 |
| | Vipul: Prover chooses delta. Then? |
| | |
| | 0:09:36.080,0:09:39.529 |
| | KM: Then the skeptic has to choose the x value. |
| | |
| | 0:09:39.529,0:09:42.470 |
| | Vipul: x value. So, when the prover is deciding |
| | the strategy, when the |
| | |
| | 0:09:42.470,0:09:45.860 |
| | prover is choosing the delta, what information |
| | does the prover have? |
| | |
| | 0:09:45.860,0:09:48.410 |
| | KM: He just has the information on epsilon. |
| | |
| | 0:09:48.410,0:09:50.500 |
| | Vipul: Just the information on epsilon. So? |
| | |
| | 0:09:50.500,0:09:57.060 |
| | KM: So, in this case the mistake was that |
| | because he didn't know the x value yet? |
| | |
| | 0:09:57.060,0:10:03.100 |
| | Vipul: The strategy cannot depend on x. |
| | |
| | 0:10:03.100,0:10:04.800 |
| | KM: Yeah. |
| | |
| | 0:10:04.800,0:10:09.790 |
| | Vipul: So, the prover is picking the |
| | delta based on x but the |
| | |
| | 0:10:09.790,0:10:12.660 |
| | prover doesn't know x at this stage when |
| | picking the delta. The delta |
| | |
| | 0:10:12.660,0:10:15.910 |
| | that the prover chooses has to be completely |
| | a function of epsilon |
| | |
| | 0:10:15.910,0:10:19.680 |
| | alone, it cannot depend on the future moves |
| | of the skeptic because the |
| | |
| | 0:10:19.680,0:10:23.700 |
| | prover cannot read the skeptic's mind. Okay? |
| | And doesn't know what the |
| | |
| | 0:10:23.700,0:10:24.800 |
| | skeptic plans to do. |
| | |
| | 0:10:24.800,0:10:31.800 |
| | So that is the ... that's the proof. I call |
| | this the ... |
| | |
| | 0:10:42.240,0:10:43.040 |
| | Can you see what I call this? |
| | |
| | 0:10:43.040,0:10:45.399 |
| | KM: The strongly telepathic prover. |
| | |
| | 0:10:45.399,0:10:51.470 |
| | Vipul: So, do you know what I meant by that? |
| | Well, I meant the prover |
| | |
| | 0:10:51.470,0:10:58.470 |
| | is reading the skeptic's mind. All |
| | right? It's called telepathy. |
| | |
| | 0:11:07.769,0:11:10.329 |
| | |
| | 0:11:10.329,0:11:17.329 |
| | Okay, the next one. |
| | |
| | 0:11:25.589,0:11:30.230 |
| | This one says there's a function defined piecewise. Okay? It's defined |
| | |
| | 0:11:30.230,0:11:34.829 |
| | as g(x) is x when x is rational and zero when |
| | x is irrational. So, |
| | |
| | 0:11:34.829,0:11:41.829 |
| | what would this look like? Well, pictorially, there's a line y |
| | |
| | 0:11:42.750,0:11:49.510 |
| | equals x and there's the x-axis and the |
| | graph is just the irrational x |
| | |
| | 0:11:49.510,0:11:52.750 |
| | coordinate parts of this line and the rational |
| | x coordinate parts of |
| | |
| | 0:11:52.750,0:11:56.350 |
| | this line. It's kind of like both these |
| | lines but only parts of |
| | |
| | 0:11:56.350,0:11:58.529 |
| | them. Right? |
| | |
| | 0:11:58.529,0:12:02.079 |
| | Now we want to show that limit as x approaches |
| | zero of g(x) is |
| | |
| | 0:12:02.079,0:12:06.899 |
| | zero. So just intuitively, do you think the statement |
| | is true? As x goes |
| | |
| | 0:12:06.899,0:12:09.910 |
| | to zero, does this function go to zero? |
| | |
| | 0:12:09.910,0:12:10.610 |
| | KM: Yes. |
| | |
| | 0:12:10.610,0:12:17.610 |
| | Vipul: Because both the pieces are going to |
| | zero. That's the intuition. Okay? |
| | |
| | 0:12:20.610,0:12:24.089 |
| | This is the proof we have here. So the idea |
| | is we again think about it |
| | |
| | 0:12:24.089,0:12:27.790 |
| | in terms of the game. The skeptic first picks |
| | the epsilon, okay? Now |
| | |
| | 0:12:27.790,0:12:30.779 |
| | the prover has to choose the delta, but |
| | there are really two cases |
| | |
| | 0:12:30.779,0:12:35.200 |
| | on x, right? x rational and x irrational. |
| | So the prover chooses the |
| | |
| | 0:12:35.200,0:12:39.459 |
| | delta based on whether the x is rational |
| | or irrational, so if |
| | |
| | 0:12:39.459,0:12:43.880 |
| | the x is rational then the prover just picks |
| | delta equals epsilon, and |
| | |
| | 0:12:43.880,0:12:48.339 |
| | that's good enough for rational x, right? |
| | Because for rational x the |
| | |
| | 0:12:48.339,0:12:51.410 |
| | slope of the line is one so picking delta |
| | as epsilon is good enough. |
| | |
| | 0:12:51.410,0:12:55.760 |
| | For irrational x, if the skeptic's planning |
| | to choose an irrational x |
| | |
| | 0:12:55.760,0:12:59.730 |
| | then the prover can just choose any delta |
| | actually. Like just fix |
| | |
| | 0:12:59.730,0:13:03.880 |
| | a delta in advance. Like delta is one or |
| | something. Because if x is |
| | |
| | 0:13:03.880,0:13:10.430 |
| | irrational then it's like a constant function |
| | and therefore, like, for |
| | |
| | 0:13:10.430,0:13:14.970 |
| | any delta the function is trapped within epsilon |
| | distance of the claimed |
| | |
| | 0:13:14.970,0:13:16.970 |
| | limit zero. Okay? |
| | |
| | 0:13:16.970,0:13:19.950 |
| | So the prover makes two cases based |
| | on whether the skeptic is going |
| | |
| | 0:13:19.950,0:13:26.950 |
| | to pick a rational or an irrational x |
| | and based on that if |
| | |
| | 0:13:27.040,0:13:30.730 |
| | it's rational this is the prover's strategy, |
| | if it's irrational then |
| | |
| | 0:13:30.730,0:13:34.050 |
| | the prover can just pick any delta. |
| | |
| | 0:13:34.050,0:13:37.630 |
| | Can you tell me what's wrong with this proof? |
| | |
| | 0:13:37.630,0:13:44.630 |
| | KM: So, he [the prover] is still kind of |
| | basing it on what the skeptic is going to |
| | |
| | 0:13:44.750,0:13:45.800 |
| | pick next. |
| | |
| | 0:13:45.800,0:13:49.100 |
| | Vipul: Okay. It's actually pretty much the |
| | same problem [as the |
| | |
| | 0:13:49.100,0:13:55.449 |
| | preceding one], in a somewhat milder form. |
| | The prover is making |
| | |
| | 0:13:55.449,0:13:59.959 |
| | cases based on what the skeptic is going to |
| | do next, and choosing a |
| | |
| | 0:13:59.959,0:14:01.940 |
| | strategy according to that. But the prover |
| | doesn't actually know what |
| | |
| | 0:14:01.940,0:14:05.089 |
| | the skeptic is going to do next, so the prover |
| | should actually have a |
| | |
| | 0:14:05.089,0:14:08.970 |
| | single strategy that works in both cases. |
| | So cases will be made to |
| | |
| | 0:14:08.970,0:14:12.209 |
| | prove that the strategy works but the prover |
| | has to have a single |
| | |
| | 0:14:12.209,0:14:12.459 |
| | strategy. |
| | |
| | 0:14:12.449,0:14:15.370 |
| | Now in this case the correct way of doing the proof is just, the |
| | |
| | 0:14:15.370,0:14:18.779 |
| | prover can pick delta as epsilon because that |
| | will work in both cases. |
| | |
| | 0:14:18.779,0:14:20.019 |
| | KM: Exactly. |
| | |
| | 0:14:20.019,0:14:23.320 |
| | Vipul: Yeah. But in general if you have two |
| | different piece |
| | |
| | 0:14:23.320,0:14:26.579 |
| | definitions then the way you would do it so |
| | you would pick delta as |
| | |
| | 0:14:26.579,0:14:30.300 |
| | the min [minimum] of the deltas that work in |
| | the two different pieces, |
| | |
| | 0:14:30.300,0:14:32.910 |
| | because you want to make sure that |
| | both cases are covered. But |
| | |
| | 0:14:32.910,0:14:36.730 |
| | the point is you have to do that -- take |
| | the min use that rather than |
| | |
| | 0:14:36.730,0:14:39.730 |
| | just say, "I'm going to choose my delta |
| | based on what the skeptic is |
| | |
| | 0:14:39.730,0:14:42.589 |
| | going to move next." Okay? |
| | |
| | 0:14:42.589,0:14:49.120 |
| | So this is a milder form of the same |
| | misconception that that was there in |
| | |
| | 0:14:49.120,0:14:56.120 |
| | the previous example we saw. |
| | |
| | 0:15:04.620,0:15:11.620 |
| | So, this is what I call the mildly telepathic |
| | prover, right? The |
| | |
| | 0:15:14.970,0:15:18.579 |
| | prover is still behaving telepathically |
| | predicting the skeptic's future |
| | |
| | 0:15:18.579,0:15:23.740 |
| | moves but it's not so bad. The prover is |
| | just making, like, doing a |
| | |
| | 0:15:23.740,0:15:25.470 |
| | coin toss type of telepathy. Whereas in the |
| | earlier one is prover is |
| | |
| | 0:15:25.470,0:15:30.790 |
| | actually, deciding exactly what x the skeptic |
| | would pick. But it's still |
| | |
| | 0:15:30.790,0:15:32.790 |
| | the same problem and the reason why I think |
| | people will have this |
| | |
| | 0:15:32.790,0:15:36.329 |
| | misconception is because they don't think |
| | about it in terms of the |
| | |
| | 0:15:36.329,0:15:38.970 |
| | sequence in which the moves are made, and |
| | the information that each |
| | |
| | 0:15:38.970,0:15:45.970 |
| | party has at any given stage of the game. |
| | |
| | 0:15:50.889,0:15:57.889 |
| | Let's do this one. |
| | |
| | 0:16:10.930,0:16:15.259 |
| | So, this is a limit claim, right? It says |
| | that the limit as x approaches |
| | |
| | 0:16:15.259,0:16:22.259 |
| | 1 of 2x is 2, okay? How do we go about showing |
| | this? Well, the idea is |
| | |
| | 0:16:23.699,0:16:27.990 |
| | let's play the game, right? Let's say |
| | the skeptic picks epsilon as |
| | |
| | 0:16:27.990,0:16:34.990 |
| | 0.1, okay? The prover picks delta as 0.05. |
| | The skeptic is when picking |
| | |
| | 0:16:35.139,0:16:38.790 |
| | epsilon as 0.1, the skeptic is saying, "Please |
| | trap the function |
| | |
| | 0:16:38.790,0:16:43.800 |
| | between 1.9 and 2.1. Okay? Find the delta |
| | small enough so that the |
| | |
| | 0:16:43.800,0:16:48.389 |
| | function value is trapped between 1.9 and |
| | 2.1. The prover picks delta |
| | |
| | 0:16:48.389,0:16:55.389 |
| | as 0.05 which means the prover is now getting |
| | the input value trapped |
| | |
| | 0:16:57.850,0:17:04.850 |
| | between 0.95 and 1.05. That's 1 plus minus |
| | this thing. And now the |
| | |
| | 0:17:05.439,0:17:09.070 |
| | prover is claiming that if the x value is |
| | within this much distance of |
| | |
| | 0:17:09.070,0:17:13.959 |
| | 1 except the value equal to 1, then the function |
| | value is within 0.1 |
| | |
| | 0:17:13.959,0:17:17.630 |
| | distance of 2. So, the skeptic tries picking |
| | x within the interval |
| | |
| | 0:17:17.630,0:17:23.049 |
| | specified by the prover, so maybe the skeptic |
| | picks 0.97 which is |
| | |
| | 0:17:23.049,0:17:26.380 |
| | within 0.05 distance of 1. |
| | |
| | 0:17:26.380,0:17:31.570 |
| | And then they check that 2x [the function f(x)] is |
| | 1.94, that is at the distance of 0.06 |
| | |
| | 0:17:31.570,0:17:38.570 |
| | from 2. So, it's within 0.1 of the claimed |
| | limit 2. So who won the game? |
| | |
| | 0:17:38.780,0:17:42.650 |
| | If the thing is within the interval then who |
| | wins? |
| | |
| | 0:17:42.650,0:17:43.320 |
| | KM: The prover. |
| | |
| | 0:17:43.320,0:17:46.720 |
| | Vipul: The prover wins, right? So, the prover |
| | won the game so therefore |
| | |
| | 0:17:46.720,0:17:52.100 |
| | this limit statement is true, right? So, what's |
| | wrong with this as a |
| | |
| | 0:17:52.100,0:17:57.370 |
| | proof that the limit statement is true? How |
| | is this not a proof that |
| | |
| | 0:17:57.370,0:18:03.870 |
| | the limit statement is true? This what I've |
| | written here, why is that |
| | |
| | 0:18:03.870,0:18:05.990 |
| | not a proof that the limit statement is true? |
| | |
| | 0:18:05.990,0:18:11.960 |
| | KM: Because it's only an example for the |
| | specific choice of epsilon and x. |
| | |
| | 0:18:11.960,0:18:16.200 |
| | Vipul: Yes, exactly. So, it's like a single |
| | play of the game, the |
| | |
| | 0:18:16.200,0:18:20.470 |
| | prover wins, but the limit statement doesn't |
| | just say that the prover |
| | |
| | 0:18:20.470,0:18:24.380 |
| | wins the game, it says the prover has a winning |
| | strategy. It says that |
| | |
| | 0:18:24.380,0:18:27.660 |
| | the prover can win the game regardless of |
| | how the skeptic plays; |
| | |
| | 0:18:27.660,0:18:31.070 |
| | there's a way for the prover to do that. |
| | This just gives one example |
| | |
| | 0:18:31.070,0:18:34.640 |
| | where the prover won the game, but it doesn't |
| | tell us that regardless |
| | |
| | 0:18:34.640,0:18:37.280 |
| | of the epsilon the skeptic picks the prover |
| | can pick a delta such that |
| | |
| | 0:18:37.280,0:18:41.090 |
| | regardless of the x the skeptic picks, the |
| | function is within the |
| | |
| | 0:18:41.090,0:18:45.530 |
| | thing. So that's the issue here. Okay? |
| | |
| | 0:18:45.530,0:18:51.160 |
| | Now you notice -- I'm sure you've noticed |
| | this but the way the game and the |
| | |
| | 0:18:51.160,0:18:58.160 |
| | limit definition. The way the limit definition |
| | goes, you see that all |
| | |
| | 0:18:59.870,0:19:04.260 |
| | the moves of the skeptic we write "for every" |
| | "for all." Right? And |
| | |
| | 0:19:04.260,0:19:07.390 |
| | for all the moves of the prover we write |
| | "there exists." Why do we do |
| | |
| | 0:19:07.390,0:19:11.140 |
| | that? Because we are trying to get a winning |
| | strategy for the prover, |
| | |
| | 0:19:11.140,0:19:14.309 |
| | so the prover controls his own moves. Okay? |
| | |
| | 0:19:14.309,0:19:15.250 |
| | KM: Exactly. |
| | |
| | 0:19:15.250,0:19:18.630 |
| | Vipul: So, therefore wherever it's a prover |
| | move it will be a there |
| | |
| | 0:19:18.630,0:19:22.240 |
| | exists. Where there is a skeptic's move |
| | the prover has to be prepared |
| | |
| | 0:19:22.240,0:19:29.240 |
| | for anything the skeptic does. All those moves |
| | are "for every." |
| | |
| | 0:19:30.559,0:19:33.850 |
| | One last one. By the way, this one was called, |
| | "You say you want a |
| | |
| | 0:19:33.850,0:19:36.870 |
| | replay?" Which is basically they're just |
| | saying that just one play is |
| | |
| | 0:19:36.870,0:19:40.890 |
| | not good enough. If the statement is actually |
| | true, the prover should |
| | |
| | 0:19:40.890,0:19:45.370 |
| | be willing to accept it if the skeptic wants a |
| | replay and say they want to |
| | |
| | 0:19:45.370,0:19:47.679 |
| | play it again, the prover should say "sure" |
| | and "I'm going to win |
| | |
| | 0:19:47.679,0:19:53.320 |
| | again." That's what it would mean for |
| | the limit statement to be true. |
| | |
| | 0:19:53.320,0:20:00.320 |
| | One last one. Just kind of pretty similar |
| | to the one we just saw. But with |
| | |
| | 0:20:16.690,0:20:23.690 |
| | a little twist. |
| | |
| | 0:20:39.020,0:20:46.020 |
| | Okay, this one, let's see. We are saying |
| | that the limit as x |
| | |
| | 0:20:50.450,0:20:56.900 |
| | approaches zero of sin(1/x) is zero, right? |
| | Let's see how we prove |
| | |
| | 0:20:56.900,0:21:01.409 |
| | this. If the statement true ... well, do you |
| | think the statement is |
| | |
| | 0:21:01.409,0:21:08.409 |
| | true? As x approach to zero, is sin 1 over |
| | x approaching zero? So |
| | |
| | 0:21:13.980,0:21:20.980 |
| | here's the picture of sin(1/x). y-axis. |
| | It's an oscillatory function |
| | |
| | 0:21:22.010,0:21:27.870 |
| | and it has this kind of picture. Does it doesn't |
| | go to zero as x |
| | |
| | 0:21:27.870,0:21:29.270 |
| | approaches zero? |
| | |
| | 0:21:29.270,0:21:30.669 |
| | KM: No. |
| | |
| | 0:21:30.669,0:21:35.539 |
| | Vipul: No. So, you said that this statement |
| | is false, but I'm going to |
| | |
| | 0:21:35.539,0:21:38.700 |
| | try to show it's true. Here's how I do |
| | that. Let's say the skeptic |
| | |
| | 0:21:38.700,0:21:44.510 |
| | picks epsilon as two, okay? And then the prover |
| | ... so, the epsilon is |
| | |
| | 0:21:44.510,0:21:48.520 |
| | two so that's the interval of width two |
| | about the game limit zero. The |
| | |
| | 0:21:48.520,0:21:55.150 |
| | prover picks delta as 1/pi. Whatever x the |
| | skeptic picks, okay? |
| | |
| | 0:21:55.150,0:22:02.150 |
| | Regardless of the x that the |
| | skeptic picks, the function is trapped |
| | within epsilon of the game limit. Is that |
| | |
| | 0:22:10.340,0:22:16.900 |
| | true? Yes, because sin |
| | (1/x) is between minus 1 and 1, right? Therefore |
| | |
| | 0:22:16.900,0:22:20.100 |
| | since the skeptic |
| | picked an epsilon of 2, the function value |
| | |
| | 0:22:20.100,0:22:24.030 |
| | is completely trapped in |
| | the interval from -1 to 1, so therefore the |
| | |
| | 0:22:24.030,0:22:27.919 |
| | prover managed to trap it |
| | within distance of 2 of the claimed limit zero. |
| | |
| | 0:22:27.919,0:22:30.970 |
| | Okay? Regardless of what |
| | the skeptic does, right? It's not just saying |
| | |
| | 0:22:30.970,0:22:34.370 |
| | that the prover won the |
| | game once, it's saying whatever x the skeptic |
| | |
| | 0:22:34.370,0:22:40.740 |
| | picks the prover can |
| | still win the game. Right? Regardless if the |
| | |
| | 0:22:40.740,0:22:43.780 |
| | x the skeptic picks, the |
| | prover picked a delta such that the function |
| | |
| | 0:22:43.780,0:22:48.100 |
| | is trapped. It's |
| | completely trapped, okay? It's not an issue |
| | |
| | 0:22:48.100,0:22:51.130 |
| | of whether the skeptic |
| | picked a stupid x. Do you think that this |
| | |
| | 0:22:51.130,0:22:52.130 |
| | proves the statement? |
| | |
| | 0:22:52.130,0:22:59.130 |
| | KM: No, I mean in this case it still depended |
| | on the epsilon that the |
| | |
| | 0:23:01.030,0:23:01.820 |
| | skeptic chose. |
| | |
| | 0:23:01.820,0:23:04.980 |
| | Vipul: It's still dependent on the epsilon |
| | that the skeptic chose? So, |
| | |
| | 0:23:04.980,0:23:05.679 |
| | yes, that's exactly the problem. |
| | |
| | 0:23:05.679,0:23:09.370 |
| | So, we proved that the statement -- we prove |
| | that from this part onward |
| | |
| | 0:23:09.370,0:23:12.500 |
| | but it still, we didn't prove it for all |
| | epsilon, we only prove for |
| | |
| | 0:23:12.500,0:23:16.309 |
| | epsilon is 2, and 2 is a very big number, |
| | right? Because the |
| | |
| | 0:23:16.309,0:23:19.970 |
| | oscillation is all happening between minus |
| | 1 and 1, and if in fact the |
| | |
| | 0:23:19.970,0:23:26.970 |
| | skeptic had pick epsilon as 1 or something |
| | smaller than 1 then the two |
| | |
| | 0:23:27.030,0:23:32.169 |
| | epsilon strip width would not cover the entire |
| | -1, +1 |
| | |
| | 0:23:32.169,0:23:35.490 |
| | interval, and then whatever the prover did |
| | the skeptic could actually |
| | |
| | 0:23:35.490,0:23:39.530 |
| | pick an x and show that it's not trapped. |
| | So, in fact the reason why |
| | |
| | 0:23:39.530,0:23:43.110 |
| | the prover could win the game from this point |
| | onward is that the |
| | |
| | 0:23:43.110,0:23:45.900 |
| | skeptic made a stupid choice of epsilon. |
| | Okay? |
| | |
| | 0:23:45.900,0:23:52.289 |
| | In all these situation, all these misconceptions, |
| | the main problem is, |
| | |
| | 0:23:52.289,0:23:58.919 |
| | that we're not ... keeping in mind the order |
| | which the moves I made |
| | |
| | 0:23:58.919,0:24:04.179 |
| | and how much information each claim has at |
| | the stage where that move |
| | |
| | 0:24:04.179,0:24:04.789 |
| | is being made. |
| | </toggledisplay> |
| | |
| | ==Conceptual definition and various cases== |
| | |
| | ===Formulation of conceptual definition=== |
| | |
| | <center>{{#widget:YouTube|id=bE_aKfmUHN8}}</center> |
| | |
| | Full timed transcript: <toggledisplay> |
| | 0:00:15.570,0:00:19.570 |
| | Vipul: Ok, so in this talk I'm going to |
| | do the conceptual definition |
| | |
| | 0:00:19.570,0:00:26.320 |
| | of limit, which is important for a number |
| | of reasons. The main reason |
| | |
| | 0:00:26.320,0:00:31.349 |
| | is it allows you to construct definitions |
| | of limit, not just for this |
| | |
| | 0:00:31.349,0:00:34.430 |
| | one variable, function of one variable, two |
| | sided limit which you have |
| | |
| | 0:00:34.430,0:00:38.930 |
| | hopefully seen before you saw this video. |
| | Also for a number of other |
| | |
| | 0:00:38.930,0:00:43.210 |
| | limit cases which will include limits to infinity, |
| | functions of two |
| | |
| | 0:00:43.210,0:00:47.789 |
| | variables, etc. So this is a general blueprint |
| | for thinking about |
| | |
| | 0:00:47.789,0:00:54.789 |
| | limits. So let me put this definition here |
| | in front for this. As I am |
| | |
| | 0:00:54.890,0:00:59.289 |
| | going, I will write things in more general. |
| | So the starting thing is... |
| | |
| | 0:00:59.289,0:01:03.899 |
| | first of all f should be defined around the |
| | point c, need not be |
| | |
| | 0:01:03.899,0:01:08.810 |
| | defined at c, but should be defined everywhere |
| | around c. I won't write |
| | |
| | 0:01:08.810,0:01:11.750 |
| | that down, I don't want to complicate things |
| | too much. So we start |
| | |
| | 0:01:11.750,0:01:18.750 |
| | with saying for every epsilon greater than |
| | zero. Why are we picking |
| | |
| | 0:01:19.920,0:01:21.689 |
| | this epsilon greater than zero? |
| | |
| | 0:01:21.689,0:01:22.790 |
| | Rui: Why? |
| | |
| | 0:01:22.790,0:01:26.070 |
| | Vipul: What is the goal of this epsilon? Where |
| | will it finally appear? |
| | |
| | 0:01:26.070,0:01:28.520 |
| | It will finally appear here. Is this captured? |
| | |
| | 0:01:28.520,0:01:29.520 |
| | Rui: Yes. |
| | |
| | 0:01:29.520,0:01:32.920 |
| | Vipul: Which means what we actually are picking |
| | when we...if you've |
| | |
| | 0:01:32.920,0:01:37.720 |
| | seen the limit as a game video or you know |
| | how to make a limit as a |
| | |
| | 0:01:37.720,0:01:41.700 |
| | game. This first thing has been chosen by |
| | the skeptic, right, and the |
| | |
| | 0:01:41.700,0:01:45.840 |
| | skeptic is trying to challenge the prover |
| | into trapping f(x) within L - epsilon to |
| | |
| | 0:01:45.840,0:01:50.210 |
| | L + epsilon. Even if you haven't |
| | seen that [the game], the main focus of |
| | |
| | 0:01:50.210,0:01:55.570 |
| | picking epsilon is to pick this interval surrounding |
| | L. So instead of |
| | |
| | 0:01:55.570,0:02:02.570 |
| | saying, for every epsilon greater than zero, |
| | let's say for every |
| | |
| | 0:02:04.259,0:02:11.259 |
| | choice of neighborhood of L. So what I mean |
| | by that, I have not |
| | |
| | 0:02:19.650,0:02:23.760 |
| | clearly defined it so this is a definition |
| | which is not really a |
| | |
| | 0:02:23.760,0:02:28.139 |
| | definition, sort of the blueprint for definitions. |
| | It is what you fill |
| | |
| | 0:02:28.139,0:02:31.570 |
| | in the details [of] and get a correct definition. |
| | So by neighborhood, |
| | |
| | 0:02:31.570,0:02:36.180 |
| | I mean, in this case, I would mean something |
| | like (L - epsilon, L + |
| | |
| | 0:02:36.180,0:02:43.180 |
| | epsilon). It is an open interval surrounding |
| | L. Ok, this one. The |
| | |
| | 0:02:44.590,0:02:47.160 |
| | conceptual definition starts for every choice |
| | of neighborhood of |
| | |
| | 0:02:47.160,0:02:54.160 |
| | L. The domain neighborhood, I haven't really |
| | defined, but that is the |
| | |
| | 0:02:58.359,0:03:05.359 |
| | point, it is the general conceptual definition. |
| | There exists...what |
| | |
| | 0:03:09.810,0:03:11.530 |
| | should come next? [ANSWER!] |
| | |
| | 0:03:11.530,0:03:16.530 |
| | Rui: A delta? |
| | Vipul: That is what the concrete definition |
| | |
| | 0:03:16.530,0:03:18.530 |
| | says, but what would the |
| | conceptual thing say? |
| | |
| | 0:03:18.530,0:03:21.680 |
| | Rui: A neighborhood. |
| | Vipul: Of what? [ANSWER!] |
| | |
| | 0:03:21.680,0:03:28.680 |
| | Rui: Of c. |
| | Vipul: Of c, of the domain. The goal of picking |
| | |
| | 0:03:34.639,0:03:37.970 |
| | delta is to find a |
| | neighborhood of c. Points to the immediate |
| | |
| | 0:03:37.970,0:03:44.919 |
| | left and immediate |
| | right of c. There exists a choice of neighborhood |
| | |
| | 0:03:44.919,0:03:51.919 |
| | of c such that, by |
| | the way I sometimes abbreviate, such that, |
| | |
| | 0:03:59.850,0:04:06.109 |
| | as s.t., okay, don't get |
| | confused by that. Okay, what next? Let's |
| | |
| | 0:04:06.109,0:04:12.309 |
| | bring out the thing. The next |
| | thing is for all x with |x - c| less than |
| | |
| | 0:04:12.309,0:04:19.309 |
| | ... all x in the neighborhood |
| | except the point c itself. So what should |
| | |
| | 0:04:20.040,0:04:27.040 |
| | come here? For all x in the |
| | neighborhood of c, I put x not equal to c. |
| | |
| | 0:04:36.570,0:04:37.160 |
| | Is that clear? |
| | |
| | 0:04:37.160,0:04:37.520 |
| | Rui: Yes. |
| | |
| | 0:04:37.520,0:04:44.520 |
| | Vipul: x not equal to c in the neighborhood |
| | chosen for c. The reason |
| | |
| | 0:04:49.310,0:04:53.360 |
| | we're excluding the point c that we take the |
| | limit at the point and we |
| | |
| | 0:04:53.360,0:04:55.770 |
| | just care about stuff around, we don't care |
| | about what is happening at |
| | |
| | 0:04:55.770,0:05:02.770 |
| | the point. For c...this chosen neighborhood...I |
| | am writing the black |
| | |
| | 0:05:09.880,0:05:14.440 |
| | for choices that the skeptic makes and the |
| | red for the choices the |
| | |
| | 0:05:14.440,0:05:16.490 |
| | prover makes, actually that's reverse of what |
| | I did in the other |
| | |
| | 0:05:16.490,0:05:21.320 |
| | video, but that's ok. They can change colors. |
| | If you have seen that |
| | |
| | 0:05:21.320,0:05:24.710 |
| | limit game thing, this color pattern just |
| | [means] ... the black |
| | |
| | 0:05:24.710,0:05:28.400 |
| | matches with the skeptic choices and the red |
| | matches what the prover |
| | |
| | 0:05:28.400,0:05:32.710 |
| | chooses. If you haven't seen that, it is |
| | not an issue. Just imagine |
| | |
| | 0:05:32.710,0:05:35.820 |
| | it's a single color. |
| | |
| | 0:05:35.820,0:05:40.820 |
| | What happens next? What do we need to check |
| | in order to say this limit |
| | |
| | 0:05:40.820,0:05:42.950 |
| | is L? So f(x) should be where? |
| | |
| | 0:05:42.950,0:05:44.980 |
| | Rui: In the neighborhood of L. |
| | |
| | 0:05:44.980,0:05:48.060 |
| | Vipul: Yeah. In the concrete definition we |
| | said f(x) minus L is less |
| | |
| | 0:05:48.060,0:05:51.440 |
| | than epsilon. Right, but that is just stating |
| | that f(x) is in the |
| | |
| | 0:05:51.440,0:05:58.440 |
| | chosen neighborhood. So f(x) is in the chosen |
| | neighborhood of...Now |
| | |
| | 0:06:08.470,0:06:15.470 |
| | that we have this blueprint for the definition. |
| | This is a blueprint |
| | |
| | 0:06:25.660,0:06:32.660 |
| | for the definition. We'll write it in blue. |
| | What I mean is, now if I |
| | |
| | 0:06:34.930,0:06:40.700 |
| | ask you to define a limit, in a slightly different |
| | context; you just |
| | |
| | 0:06:40.700,0:06:46.280 |
| | have to figure out in order to make this rigorous |
| | definition. What |
| | |
| | 0:06:46.280,0:06:49.240 |
| | word do you need to understand the meaning |
| | of? [ANSWER!] |
| | |
| | 0:06:49.240,0:06:53.780 |
| | Rui: Neighborhood. |
| | Vipul: Neighborhood, right. That's the magic |
| | |
| | 0:06:53.780,0:06:59.810 |
| | word behind which I am |
| | hiding the details. If you can understand |
| | |
| | 0:06:59.810,0:07:06.280 |
| | what I mean by neighborhood |
| | then you can turn this into a concrete definition.</toggledisplay> |
| | |
| | ===Functions of one variable case=== |
| | |
| | This covers limits at and to infinity. |
|
| |
|
| <center>{{#widget:YouTube|id=EOQby7b-WrA}}</center> | | <center>{{#widget:YouTube|id=EOQby7b-WrA}}</center> |
| | |
| | ===Limit of sequence versus real-sense limit=== |
| | |
| | <center>{{#widget:YouTube|id=P9APtpIE4y8}}</center> |
| | |
| | Full timed transcript: <toggledisplay> |
| | 0:00:15.530,0:00:22.530 |
| | Vipul: Okay. So this talk is going to be about |
| | limit at infinity for functions on real numbers |
| | |
| | 0:00:24.300,0:00:28.980 |
| | and the concept of limits of sequences, how |
| | these definitions are essentially almost the |
| | |
| | 0:00:28.980,0:00:34.790 |
| | same thing and how they differ. |
| | |
| | 0:00:34.790,0:00:41.790 |
| | Okay. So let's begin by reviewing the definition |
| | of the limit as x approaches infinity of f(x). |
| | |
| | 0:00:42.360,0:00:47.390 |
| | Or rather what it means for that limit to |
| | be a number L. Well, what it means is that |
| | |
| | 0:00:47.390,0:00:52.699 |
| | for every epsilon greater than zero, so we |
| | first say for every neighborhood of L, small |
| | |
| | 0:00:52.699,0:00:59.429 |
| | neighborhood of L, given by radius epsilon |
| | there exists a neighborhood of infinity which |
| | |
| | 0:00:59.429,0:01:03.010 |
| | is specified by choosing some a such that |
| | that is |
| | |
| | 0:01:03.010,0:01:08.670 |
| | the interval (a,infinity) ... |
| | |
| | 0:01:08.670,0:01:15.220 |
| | ... such that for all x in the interval from |
| | a to infinity. That is for all x within the |
| | |
| | 0:01:15.220,0:01:20.430 |
| | chosen neighborhood of infinity, the f(x) |
| | value is within the chosen neighborhood of |
| | |
| | 0:01:20.430,0:01:23.390 |
| | L. Okay? |
| | |
| | 0:01:23.390,0:01:28.049 |
| | If you want to think about it in terms of |
| | the game between the prover and the skeptic, |
| | |
| | 0:01:28.049,0:01:34.560 |
| | the prover is claiming that the limit as x |
| | approaches infinity of f(x) is L. The skeptic |
| | |
| | 0:01:34.560,0:01:38.930 |
| | begins by picking a neighborhood of L which |
| | is parameterized by its radius epsilon. The |
| | |
| | 0:01:38.930,0:01:41.619 |
| | prover picks the |
| | neighborhood of infinity which is parameterized |
| | |
| | 0:01:41.619,0:01:48.350 |
| | by its lower end a. Then the skeptic picks |
| | a value x between a and infinity. Then they |
| | |
| | 0:01:48.350,0:01:51.990 |
| | check whether absolute value f(x) minus L |
| | [symbolically: |f(x) - L|] is less than epsilon. |
| | |
| | 0:01:51.990,0:01:56.090 |
| | That is they check whether f(x) is in the |
| | chosen neighborhood of L (the neighborhood |
| | |
| | 0:01:56.090,0:02:00.640 |
| | chosen by the skeptic). If it is, |
| | then the prover wins. The prover has managed |
| | |
| | 0:02:00.640,0:02:05.810 |
| | to trap the function: for x large enough, |
| | the prover has managed to trap the function |
| | |
| | 0:02:05.810,0:02:12.810 |
| | within epsilon distance of L. If not, then |
| | the skeptic wins. The statement is true if |
| | |
| | 0:02:13.610,0:02:18.680 |
| | the prover has a winning the strategy for |
| | the game. |
| | |
| | 0:02:18.680,0:02:21.730 |
| | Now, there is a similar definition which one |
| | has for sequences. So, what's a sequence? |
| | |
| | 0:02:21.730,0:02:26.349 |
| | Well, it's just a function from the natural |
| | numbers. And, here, we're talking of sequences |
| | |
| | 0:02:26.349,0:02:31.610 |
| | of real numbers. So, it's a function from |
| | the naturals to the reals and we use the same |
| | |
| | 0:02:31.610,0:02:37.400 |
| | letter f for a good reason. Usually we write |
| | sequences with subscripts, a_n type of thing. |
| | |
| | 0:02:37.400,0:02:42.409 |
| | But I'm using it as a function just to highlight |
| | the similarities. So, limit as n approaches |
| | |
| | 0:02:42.409,0:02:47.519 |
| | infinity, n restricted to the natural numbers |
| | ... Usually if it's clear we're talking of |
| | |
| | 0:02:47.519,0:02:52.830 |
| | a sequence, we can remove this part [pointing |
| | to the n in N constraint specification] just |
| | |
| | 0:02:52.830,0:02:54.980 |
| | say limit n approaches infinity f(n), |
| | but since we want to be really clear here, |
| | |
| | 0:02:54.980,0:02:57.220 |
| | I have put this line. Okay? |
| | |
| | 0:02:57.220,0:03:02.709 |
| | So, this limit equals L means "for every epsilon |
| | greater than 0 ..." So, it starts in the same |
| | |
| | 0:03:02.709,0:03:09.170 |
| | way. The skeptic picks a neighborhood of L. |
| | Then the next line is a little different but |
| | |
| | 0:03:09.170,0:03:16.170 |
| | that's not really the crucial part. The skeptic |
| | is choosing epsilon. The prover picks n_0, |
| | |
| | 0:03:18.799,0:03:22.830 |
| | a natural number. Now, here the prover is |
| | picking a real number. Here the prover is |
| | |
| | 0:03:22.830,0:03:26.700 |
| | picking a natural number. That's not really |
| | the big issue. You could in fact change this |
| | |
| | 0:03:26.700,0:03:33.659 |
| | line to match. You could interchange these |
| | lines. It wouldn't affect either definition. |
| | |
| | 0:03:33.659,0:03:40.599 |
| | The next line is the really important one |
| | which is different. In here [pointing to real-sense |
| | |
| | 0:03:40.599,0:03:47.430 |
| | limit], the condition has to be valid for |
| | all x, for all real numbers x which are bigger |
| | |
| | 0:03:47.430,0:03:51.900 |
| | than the threshold which the prover has chosen. |
| | Here on the other hand [pointing to the sequence |
| | |
| | 0:03:51.900,0:03:56.970 |
| | limit] the condition has to be valid for all |
| | natural numbers which are bigger than the |
| | |
| | 0:03:56.970,0:04:00.659 |
| | threshold the prover has chosen. By the way, |
| | some of you may have seen the definition with |
| | |
| | 0:04:00.659,0:04:07.659 |
| | an equality sign here. It doesn't make a difference |
| | to the definition. It does affect what n_0 |
| | |
| | 0:04:09.010,0:04:12.019 |
| | you can choose, it will go up or down by one, |
| | but that's not |
| | |
| | 0:04:12.019,0:04:17.310 |
| | really a big issue. The big issue, the big |
| | difference between these two definitions is |
| | |
| | 0:04:17.310,0:04:23.050 |
| | that in this definition you are insisting |
| | that the condition here is valid for all real |
| | |
| | 0:04:23.050,0:04:30.050 |
| | x. So, you are insisting or rather the game |
| | is forcing the prover to figure out how to |
| | |
| | 0:04:31.650,0:04:36.940 |
| | trap the function values for all real x. Whereas |
| | here, the game is only requiring the prover |
| | |
| | 0:04:36.940,0:04:39.639 |
| | to trap the function values for all large |
| | enough |
| | |
| | 0:04:39.639,0:04:42.880 |
| | natural numbers. So, here [real-sense limit] |
| | it's all large enough real numbers. Here [sequence |
| | |
| | 0:04:42.880,0:04:49.250 |
| | limit] it's all large enough natural numbers. |
| | Okay? |
| | |
| | 0:04:49.250,0:04:56.250 |
| | So, that's the only difference essentially. |
| | Now, you can see from the way we have written |
| | |
| | 0:04:57.050,0:04:59.900 |
| | this that this [real-sense limit] is much |
| | stronger. So, if you do have a function which |
| | |
| | 0:04:59.900,0:05:06.880 |
| | is defined on real so that both of these concepts |
| | can be discussed. If it were just a sequence |
| | |
| | 0:05:06.880,0:05:10.080 |
| | and there were no function to talk about then |
| | obviously, we can't even talk about this. |
| | |
| | 0:05:10.080,0:05:16.860 |
| | If there's a function defined on the reals |
| | or on all large enough reals, then we can |
| | |
| | 0:05:16.860,0:05:21.470 |
| | try taking both of these. The existence of |
| | this [pointing at the real-sense limit] and |
| | |
| | 0:05:21.470,0:05:24.580 |
| | [said "or", meant "and"] it's being equal |
| | to L as much stronger than this [the sequence |
| | |
| | 0:05:24.580,0:05:27.250 |
| | limit] equal to L. If this is equal to L then |
| | definitely this [the sequence limit] is equal |
| | |
| | 0:05:27.250,0:05:29.330 |
| | to L. Okay? |
| | |
| | 0:05:29.330,0:05:32.080 |
| | But maybe there are situations where this |
| | [the sequence limit] is equal to some number |
| | |
| | 0:05:32.080,0:05:38.240 |
| | but this thing [the real-sense limit] doesn't |
| | exist. So, I want to take one example here. |
| | |
| | 0:05:38.240,0:05:45.240 |
| | I have written down an example and we can |
| | talk a bit about that is this. So, here is |
| | |
| | 0:05:45.509,0:05:52.509 |
| | a function. f(x) = sin(pi x). This is sin |
| | (pi x) and the corresponding |
| | |
| | 0:05:55.630,0:06:00.530 |
| | function if you just restrict [it] to the |
| | natural numbers is just sin (pi n). Now, what |
| | |
| | 0:06:00.530,0:06:06.759 |
| | does sin (pi n) look like for a natural number |
| | n? In fact for any integer n? pi times |
| | |
| | 0:06:06.759,0:06:13.759 |
| | n is an integer multiple of pi. sin of integer |
| | multiples of pi is zero. Let's make a picture |
| | |
| | 0:06:18.370,0:06:25.370 |
| | of sin ... |
| | |
| | 0:06:27.289,0:06:33.360 |
| | It's oscillating. Right? Integer multiples |
| | of pi are precisely the ones where it's meeting |
| | |
| | 0:06:33.360,0:06:40.330 |
| | the axis. So, in fact we are concerned about |
| | the positive one because we are talking of |
| | |
| | 0:06:40.330,0:06:45.840 |
| | the sequence (natural number [inputs]). Okay? |
| | And so, if you are looking at this sequence, |
| | |
| | 0:06:45.840,0:06:51.090 |
| | all the terms here are zero. So, the limit |
| | is also zero. So, this limit [the sequence |
| | |
| | 0:06:51.090,0:06:53.030 |
| | limit] is zero. |
| | |
| | 0:06:53.030,0:07:00.030 |
| | Okay. What about this limit? Well, we have |
| | the picture again. Is it going anywhere? No. |
| | |
| | 0:07:05.349,0:07:07.650 |
| | It's oscillating between minus one and one |
| | [symbolically: oscillating in [-1,1]]. It's |
| | |
| | 0:07:07.650,0:07:11.669 |
| | not settling down to any number. It's not... |
| | You cannot trap it near any particular number |
| | |
| | 0:07:11.669,0:07:17.280 |
| | because it's all over the map between minus |
| | one and one. For the same reason that sin(1/x) |
| | |
| | 0:07:17.280,0:07:22.840 |
| | doesn't approach anything as x approaches |
| | zero, the same reason sin x or sin(pi x) doesn't |
| | |
| | 0:07:22.840,0:07:29.840 |
| | approach anything as x approaches infinity. |
| | So, the limit for the real thing, this does |
| | |
| | 0:07:31.099,0:07:37.539 |
| | not exist. So, this gives an example where |
| | the real thing [the real-sense limit] doesn't |
| | |
| | 0:07:37.539,0:07:44.539 |
| | exist and the sequence thing [sequence limit] |
| | does exist and so here is the overall summary. |
| | |
| | 0:07:44.690,0:07:46.979 |
| | If the real sense limit, |
| | that is this one [pointing to definition of |
| | |
| | 0:07:46.979,0:07:51.039 |
| | real sense limit] exists, [then] the sequence |
| | limit also exists and they're both equal. |
| | |
| | 0:07:51.039,0:07:54.419 |
| | On the other hand, you can have a situation |
| | with the real sense limit, the limit for the |
| | |
| | 0:07:54.419,0:08:00.819 |
| | function of reals doesn't exist but the sequence |
| | limit still exists like this set up. Right? |
| | |
| | 0:08:00.819,0:08:05.569 |
| | Now, there is a little caveat that I want |
| | to add. If the real sense limit doesn't exist |
| | |
| | 0:08:05.569,0:08:11.069 |
| | as a finite number but it's say plus infinity |
| | then the sequence limit also has to be plus |
| | |
| | 0:08:11.069,0:08:16.150 |
| | infinity. If the real sense limit is minus |
| | infinity, then the sequence limit also has |
| | |
| | 0:08:16.150,0:08:20.330 |
| | to be minus infinity. So, this type of situation, |
| | where the real sense limit doesn't exist but |
| | |
| | 0:08:20.330,0:08:26.840 |
| | the sequence exists, well, will happen in |
| | kind of oscillatory type of situations. Where |
| | |
| | 0:08:26.840,0:08:31.409 |
| | the real sense you have an oscillating thing |
| | and in the sequence thing on the other hand |
| | |
| | 0:08:31.409,0:08:36.330 |
| | you somehow manage to pick a bunch of points |
| | where that oscillation doesn't create a problem. |
| | |
| | 0:08:36.330,0:08:36.789 |
| | Okay? |
| | |
| | 0:08:36.789,0:08:43.630 |
| | Now, why is this important? Well, it's important |
| | because in a lot of cases when you have to |
| | |
| | 0:08:43.630,0:08:50.630 |
| | calculate limits of sequences, you just calculate |
| | them by doing, essentially, just calculating |
| | |
| | 0:08:53.230,0:09:00.230 |
| | the limits of the function defining the sequence |
| | as a limit of a real valued function. Okay? |
| | |
| | 0:09:00.230,0:09:03.460 |
| | So, for instance if I ask you what is limit |
| | ... |
| | |
| | 0:09:03.460,0:09:10.460 |
| | Okay. I'll ask you what is limit [as] n approaches |
| | infinity of n^2(n + 1)/(n^3 + 1) or something |
| | |
| | 0:09:15.200,0:09:22.200 |
| | like that. Right? Some rational function. |
| | You just do this calculation as if you were |
| | |
| | 0:09:25.430,0:09:29.720 |
| | just doing a limit of a real function, function |
| | of real numbers, right? The answer you get |
| | |
| | 0:09:29.720,0:09:33.060 |
| | will be the correct one. If it's a finite |
| | number it will be the same finite number. |
| | |
| | 0:09:33.060,0:09:37.850 |
| | In this case it will just be one. But any |
| | rational function, if the answer is finite, |
| | |
| | 0:09:37.850,0:09:44.070 |
| | same answer for the sequence. If it is plus |
| | infinity, same answer for the sequence. If |
| | |
| | 0:09:44.070,0:09:46.250 |
| | it is minus infinity, same answer as for the |
| | sequence. |
| | |
| | 0:09:46.250,0:09:53.250 |
| | However, if the answer you get for the real-sense |
| | limit is oscillatory type of non existence, |
| | |
| | 0:09:54.660,0:09:59.410 |
| | then that's inconclusive as far as the sequence |
| | is concerned. You actually have to think about |
| | |
| | 0:09:59.410,0:10:05.520 |
| | the sequence case and figure out for yourself |
| | what happens to the limit. Okay? If might |
| | |
| | 0:10:05.520,0:10:07.230 |
| | in |
| | fact be the case that the sequence limit actually |
| | |
| | 0:10:07.230,0:10:11.380 |
| | does exist even though the real sense [limit] |
| | is oscillatory. Okay.</toggledisplay> |
|
| |
|
| ===Real-valued functions of multiple variables case=== | | ===Real-valued functions of multiple variables case=== |
|
| |
|
| <center>{{#widget:YouTube|id=HZcYxcZplFA}}</center> | | <center>{{#widget:YouTube|id=usb3jew_QVI}}</center> |
ORIGINAL FULL PAGE: Limit
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Motivation and general idea
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Full timed transcript: [SHOW MORE]
0:00:15.549,0:00:19.259
Vipul: Okay, so in this talk, I'm going to
go over the basic
0:00:19.259,0:00:24.619
motivation behind the definition of limit,
and not so much the
0:00:24.619,0:00:28.099
epsilon-delta definition. This is just an intuitive idea,
and a few somewhat
0:00:28.099,0:00:29.680
non-intuitive aspects of that.
0:00:29.680,0:00:36.680
Here I have the notation: "limit as x approaches
c of f(x) is L" is
0:00:37.540,0:00:42.079
written like this. Limit ... Under the limit,
we write where the
0:00:42.079,0:00:46.180
domain point goes, so x is approaching a value,
c, and c could be an
0:00:46.180,0:00:51.059
actual number. x, however, will always be
a variable letter. This x
0:00:51.059,0:00:54.519
will not be a number. c could be a number
like zero, one, two, three,
0:00:54.519,0:00:55.329
or something.
0:00:55.329,0:01:02.050
f(x). f is the function. We are saying that
as x approaches some
0:01:02.050,0:01:06.640
number c, f(x) approaches some number L, and
that's what this is:
0:01:06.640,0:01:09.030
Limit as x approaches c of f(x) is L.
0:01:09.030,0:01:15.259
Now what does this mean? Roughly what it means
is that as x is coming
0:01:15.259,0:01:22.259
closer and closer to c, f(x) is sort of hanging
around L. It's coming
0:01:22.410,0:01:28.720
closer and closer to L. By the way, there
are two senses in which the
0:01:28.720,0:01:32.429
word limit is used in the English language:
One meaning is limit in
0:01:32.429,0:01:36.310
this approach sense, which is the mathematical
meaning of limit.
0:01:36.310,0:01:41.319
There is another sense in which the word limit
is used in the English
0:01:41.319,0:01:46.220
language, which is limit as a boundary or as a cap or as a bound.
0:01:46.220,0:01:53.160
We may say, there is a limit to how many apples
you can eat from the
0:01:53.160,0:01:58.640
fruit bowl or something, and that sense of
limit is not used ... for
0:01:58.640,0:02:02.110
that sense of limit you do not use the word
"limit" in mathematics. For
0:02:02.110,0:02:05.899
that sense of limit, you use the word bound.
In mathematics, we
0:02:05.899,0:02:11.800
reserve the use of the word limit only for
this approach sense. Just
0:02:11.800,0:02:18.800
so we don't get confused in mathematics.
As I said, the idea is that
0:02:21.120,0:02:25.760
as x approaches c, f(x) approaches L, so as
x is coming closer and
0:02:25.760,0:02:29.480
closer to c, the distance between x and c
is becoming smaller and
0:02:29.480,0:02:32.740
smaller, the distance between f(x) and L is
also roughly becoming
0:02:32.740,0:02:37.980
smaller and smaller. This doesn't quite
work unless your function is
0:02:37.980,0:02:41.250
increasing or decreasing near c, so you could
have various
0:02:41.250,0:02:46.750
complications with oscillatory functions,
so the point is this notion
0:02:46.750,0:02:52.170
doesn't really ... it's not very clear what
we mean here without further
0:02:52.170,0:02:55.470
elaboration and without a clear definition.
0:02:55.470,0:03:02.470
I'm going to sort of move up toward the definition,
and before we go
0:03:02.970,0:03:09.180
there, I want to say, that there is a graphical
concept of limit,
0:03:09.180,0:03:13.430
which you may have seen in school. (well,
if you've seen limits in
0:03:13.430,0:03:17.110
school, which hopefully you have. This video
is sort of more of a
0:03:17.110,0:03:21.500
review type than learning it for the first
time). Let's try to
0:03:21.500,0:03:24.630
understand this from that point of view.
0:03:24.630,0:03:31.630
Let's say, you have a function whose graph
looks something like this.
0:03:35.990,0:03:42.990
This is x is c, so this is the value x is
c, and this is the graph of
0:03:44.069,0:03:48.310
the function, these curves are the graph of
the function, so where x
0:03:48.310,0:03:53.900
is less than c, the graph is along this curve.
For x greater than c,
0:03:53.900,0:03:58.120
the graph is this curve. So x less than c,
the graph is this curve; x
0:03:58.120,0:04:01.740
greater than c, the graph is this curve. At
x equal to c, the value
0:04:01.740,0:04:06.330
is that filled dot.
0:04:06.330,0:04:13.330
You can see from here that as x is approaching
c from the left, so if
0:04:13.880,0:04:17.819
you take values of x, which are slightly less
than c, the function
0:04:17.819,0:04:23.259
values ... so the function, the graph of it,
the function values are
0:04:23.259,0:04:27.449
their respective y coordinates, so this is
x, this is y, this is the
0:04:27.449,0:04:34.449
graph. y is f(x). When x is to the immediate
left of c, the value, y
0:04:35.749,0:04:42.749
value, the y equals f(x) value is ... are
these values, so this or
0:04:44.610,0:04:51.610
this. As x approaches c from the left, the
y values are approaching
0:04:53.699,0:04:57.240
the y coordinate of this open circle.
0:04:57.240,0:05:04.240
In a sense, if you just were looking at the
limit from the left for x
0:05:05.680,0:05:10.830
approaching c from the left, then the limit
would be the y coordinate
0:05:10.830,0:05:16.279
of this open circle. You can also see an x
approaches c from the
0:05:16.279,0:05:22.749
right, so approaches from here ... the y coordinate
is approaching the y
0:05:22.749,0:05:29.749
coordinate of this thing, this open circle
on top. There are actually
0:05:31.009,0:05:38.009
two concepts here, the left-hand limit
is this value. We will call
this L1. The right-hand limit is this value,
0:05:45.599,0:05:49.349
L2, so the left-hand
limit, which is the notation as limit as x
0:05:49.349,0:05:56.349
approaches c from the left
of f(x) is L1, the right-hand limit from the
0:05:58.089,0:06:05.089
right, that's plus of f(x),
is L2, and the value f of c is some third
0:06:08.059,0:06:15.059
number. We don't know what
it is, but f of c, L1, L2, are in this case
0:06:16.770,0:06:18.360
all different.
0:06:18.360,0:06:25.360
What does this mean as far as the limit is
concerned? Well, the
0:06:25.900,0:06:28.259
concept of limit is usually a concept of two
sided limit, which
0:06:28.259,0:06:33.419
means that in this case the limit as x approaches
c of f(x) does not
0:06:33.419,0:06:36.289
exist because you have a left-hand limit,
and you have a right-hand
0:06:36.289,0:06:39.860
limit, and they are not equal to each other.
The value, as such,
0:06:39.860,0:06:43.279
doesn't matter, so whether the value exists,
what it is, does not
0:06:43.279,0:06:46.379
affect this concept of limit, but the real
problem here is that the
0:06:46.379,0:06:48.490
left-hand limit and right-hand limit are not
equal. The left-hand
0:06:48.490,0:06:55.490
limit is here; the right-hand limit is up
here.
0:06:59.050,0:07:03.499
This graphical interpretation, you see the
graphical interpretation is
0:07:03.499,0:07:07.749
sort of that: For the left-hand limit, you
basically sort of follow
0:07:07.749,0:07:11.499
the graph on the immediate left and see where
it's headed to and you
0:07:11.499,0:07:15.789
get the y coordinate of that. For the right-hand
limit, you follow
0:07:15.789,0:07:21.129
the graph on the right and see where we're
headed to, and get the y
0:07:21.129,0:07:22.240
coordinate of that.
0:07:22.240,0:07:29.240
Let me make an example, where the limit does
exist. Let's say you
0:07:42.899,0:07:48.449
have a picture, something like this. In this
case, the left-hand limit
0:07:48.449,0:07:52.610
and right-hand limit are the same thing, so
this number, but the
0:07:52.610,0:07:55.889
value is different. You could also have
a situation where the value
0:07:55.889,0:08:00.460
doesn't exist at all. The function isn't
defined at the point, but
0:08:00.460,0:08:03.139
the limit still exists because the left-hand
limit and right-hand
0:08:03.139,0:08:04.719
limit are the same.
0:08:04.719,0:08:09.979
Now, all these examples, there's sort of a
crude way of putting this
0:08:09.979,0:08:13.710
idea, which is called the two-finger test.
You may have heard it in
0:08:13.710,0:08:18.399
some slightly different names. The two-finger
test idea is that you
0:08:18.399,0:08:23.929
use one finger to trace the curve on the immediate
left and see where
0:08:23.929,0:08:28.259
that's headed to, and use another finger
to trace the curve on the
0:08:28.259,0:08:33.640
immediate right and see where that's headed
to, and if your two
0:08:33.640,0:08:38.270
fingers can meet each other, then the place
where they meet, the y
0:08:38.270,0:08:41.870
coordinate of that, is the limit. If, however,
they do not come to
0:08:41.870,0:08:46.940
meet each other, which happens in this case,
one of them is here, one
0:08:46.940,0:08:51.120
is here, and then the limit doesn't exist
because the left-hand limit
0:08:51.120,0:08:53.509
and right-hand limit are not equal.
0:08:53.509,0:08:59.819
This, hopefully, you have seen in great detail
when you've done
0:08:59.819,0:09:05.779
limits in detail in school. However, what
I want to say here is that
0:09:05.779,0:09:11.850
this two-finger test is not really a good
definition of limit. What's
0:09:11.850,0:09:13.600
the problem? The problem is that you could
have really crazy
0:09:13.600,0:09:18.790
function, and it's really hard to move your
finger along the graph of
0:09:18.790,0:09:25.220
the function. If the function sort of jumps
around a lot, it's really
0:09:25.220,0:09:29.440
hard, and it doesn't really solve any problem.
It's not really a
0:09:29.440,0:09:35.100
mathematically pure thing. It's like trying
to answer the
0:09:35.100,0:09:39.540
mathematical question using a physical description,
which is sort of
0:09:39.540,0:09:41.579
the wrong type of answer.
0:09:41.579,0:09:45.610
While this is very good for a basic intuition
for very simple types of
0:09:45.610,0:09:50.040
functions, it's not actually the correct idea
of limit. What kind of
0:09:50.040,0:09:56.990
things could give us trouble? Why do we need
to refine our
0:09:56.990,0:10:03.209
understanding of limit? The main thing is
functions which have a lot
0:10:03.209,0:10:07.980
of oscillation. Let me do an example.
0:10:07.980,0:10:14.980
I'm now going to write down a type of function
where, in fact, you
0:10:18.220,0:10:21.899
have to develop a clear cut concept of limit
to be able to answer this
0:10:21.899,0:10:28.899
question precisely. This is a graph of a function,
sine 1 over x.
0:10:28.959,0:10:32.920
Now this looks a little weird. It's not 1
over sine x; that would
0:10:32.920,0:10:39.920
just equal cosecant x. It's not that. It's sine
of 1 over x, and this
0:10:44.879,0:10:50.220
function itself is not defined at x equals
zero, but just the fact
0:10:50.220,0:10:52.660
that that's not defined, isn't good enough
for us to say the limit
0:10:52.660,0:10:55.139
doesn't exist; we actually have
to try to make a picture
0:10:55.139,0:10:57.660
of this and try to understand what the limit
is going to be.
0:10:57.660,0:11:04.660
Let's first make the picture of sine x. Sine-x
looks like that. How
0:11:12.560,0:11:19.560
will sine 1 over x look? Let's start off where
x is nearly infinity.
0:11:20.100,0:11:25.759
When x is very large positive, 1 over x is
near zero, slightly
0:11:25.759,0:11:30.660
positive, just slightly bigger than zero,
and sine 1 over x is
0:11:30.660,0:11:36.879
therefore slightly positive. It's like here.
It's going to start off
0:11:36.879,0:11:42.810
with an asymptote, a horizontal asymptote, at zero.
Then it's going to sort of go
0:11:42.810,0:11:49.420
this path, but much more slowly, each one,
then it's going to go this
0:11:49.420,0:11:56.420
path, but in reverse, so like that. Then it's
going to go this path,
0:11:57.149,0:12:00.740
but now it does all these oscillations, all
of these oscillations. It
0:12:00.740,0:12:03.569
has to go faster and faster.
0:12:03.569,0:12:10.569
For instance, this is pi, this 1 over pi,
then this is 2 pi, this
0:12:12.329,0:12:16.990
number is 1 over 2 pi, then the then next
time it reaches zero will be
0:12:16.990,0:12:21.160
1 over 3 pi, and so on. What's going to
happen is that near zero it's
0:12:21.160,0:12:24.579
going to be crazily oscillating between minus
1, and 1. The frequency
0:12:24.579,0:12:29.170
of the oscillation keeps getting faster and
faster as you come closer
0:12:29.170,0:12:34.050
and closer to zero. The same type of picture
on the left side as
0:12:34.050,0:12:40.360
well; it's just that it's an odd function.
It's this kind of picture.
0:12:40.360,0:12:47.360
I'll make a bigger picture here ... I'll make
a bigger picture on another
0:12:53.649,0:13:00.649
one. all of these oscillation should be between
minus 1 and 1, and we
0:13:22.439,0:13:29.399
get faster so we get faster and faster, and
now my pen is too thick.
0:13:29.399,0:13:31.600
It's the same, even if you used your finger
instead of the pen to
0:13:31.600,0:13:38.600
place it, it would be too thick, it's called
the thick finger problem.
0:13:38.850,0:13:45.060
I'm not being very accurate here, but just
the idea. The pen or
0:13:45.060,0:13:49.199
finger is too thick, but actually, there's
a very thin line, and it's
0:13:49.199,0:13:52.519
an infinitely thin line of the graph, which
goes like that.
0:13:52.519,0:13:59.519
Let's get back to our question: What is limit
as x approaches zero,
0:14:02.699,0:14:09.699
sine 1 over x. I want you to think about this
a bit. Think about like
0:14:13.439,0:14:18.050
the finger test. You move your finger around,
move it like this,
0:14:18.050,0:14:21.579
this, this ... you're sort of getting close
to zero but still not quite
0:14:21.579,0:14:28.579
reaching it. It's ... where are you headed?
It's kind of a little
0:14:31.610,0:14:36.879
unclear. Notice, it's not that just because
we plug in zero doesn't
0:14:36.879,0:14:39.170
make sense, the limit doesn't... That's
not the issue. The issue is
0:14:39.170,0:14:43.249
that after you make the graph, it's unclear
what's happening.
0:14:43.249,0:14:49.329
One kind of logic is that, yeah, the limit
is zero? Why? Well, it's
0:14:49.329,0:14:52.949
kind of balanced around zero, right? It's a bit
above and below, and it keeps
0:14:52.949,0:14:59.949
coming close to zero. That any number of the
form x is 1 over N pi,
0:15:00.329,0:15:07.329
sine 1 over x is zero. It keeps coming close
to zero. As x
0:15:07.990,0:15:12.459
approaches zero, this number keeps coming
close to zero.
0:15:12.459,0:15:17.449
If you think of limit as something it's
approaching, then as x
0:15:17.449,0:15:24.449
approaches zero, sine 1 over x is sort of
coming close to zero, is it?
0:15:31.230,0:15:36.550
It's definitely coming near zero, right? Anything
you make around
0:15:36.550,0:15:41.920
zero, any small ... this you make around zero,
the graph is going to
0:15:41.920,0:15:42.399
enter that.
0:15:42.399,0:15:47.269
On the other hand, it's not really staying
close to zero. It's kind of
0:15:47.269,0:15:50.300
oscillating within [-1,1]. However
small an interval you
0:15:50.300,0:15:54.540
take around zero on the x thing, the function
is oscillating between
0:15:54.540,0:15:57.600
minus 1 and 1. It's not staying faithful to
zero.
0:15:57.600,0:16:02.249
Now you have kind of this question: What should
be the correct
0:16:02.249,0:16:09.249
definition of this limit? Should it mean that
it approaches the
0:16:10.029,0:16:15.100
point, but maybe goes in and out, close and
far? Or should it mean it
0:16:15.100,0:16:18.879
approaches and stays close to the point? That
is like a judgment you
0:16:18.879,0:16:22.629
have to make in the definition, and it so
happens that people who
0:16:22.629,0:16:28.639
tried defining this chose the latter idea;
that is, it should come
0:16:28.639,0:16:33.089
close and stay close. So that's actually
key idea number two we have
0:16:33.089,0:16:38.290
here the function ... for the function to
have a limit at the point, the
0:16:38.290,0:16:43.639
function needs to be trapped near the limit,
close to the point in the
0:16:43.639,0:16:45.079
domain.
0:16:45.079,0:16:49.459
This is, therefore, it doesn't have a limit
at zero because the
0:16:49.459,0:16:54.420
function is oscillating too widely. You cannot
trap it. You cannot
0:16:54.420,0:17:01.059
trap the function values. You cannot say that...
you cannot trap the
0:17:01.059,0:17:08.059
function value, say, in this small horizontal
strip near zero. You
0:17:08.319,0:17:11.650
cannot trap in the area, so that means the
limit cannot be zero, but
0:17:11.650,0:17:15.400
the same logic works anywhere else. The limit
cannot be half, because
0:17:15.400,0:17:20.440
you cannot trap the function in a small horizontal
strip about half
0:17:20.440,0:17:22.130
whereas x approaches zero.
0:17:22.130,0:17:26.440
We will actually talk about this example in
great detail in our future
0:17:26.440,0:17:30.330
with you after we've seen the formal definition,
but the key idea you
0:17:30.330,0:17:33.890
need to remember is that the function doesn't
just need to come close
0:17:33.890,0:17:37.340
to the point of its limit. It actually needs
to stay close. It needs
0:17:37.340,0:17:41.050
to be trapped near the point.
0:17:41.050,0:17:44.810
The other important idea regarding limits
is that the limit depends
0:17:44.810,0:17:50.370
only on the behavior very, very close to the
point. What do I mean by
0:17:50.370,0:17:56.580
very, very close? If you were working it like,
the real goal, you may
0:17:56.580,0:18:02.300
say, it's like, think of some really small
number and you say that
0:18:02.300,0:18:07.050
much distance from it. Let's say I want to
get the limit as x
0:18:07.050,0:18:14.050
approaches 2...I'll just write it here. I
want to get, let's say,
0:18:23.520,0:18:30.520
limit has x approaches 2 of some function,
we may say, well, we sort
0:18:30.550,0:18:37.550
of ... what's close enough? Is 2.1 close
enough? No, that's too far.
0:18:38.750,0:18:43.380
What about 2.0000001? Is that close enough?
0:18:43.380,0:18:47.420
Now, if you weren't a mathematician, you
would probably say, "Yes,
0:18:47.420,0:18:54.420
this is close enough." The difference is like
... so it's
0:18:57.040,0:19:04.040
10^{-7}. It's really only close to 2 compared
to our usual sense of
0:19:12.990,0:19:16.670
numbers, but as far as mathematics is concerned,
both of these numbers
0:19:16.670,0:19:21.110
are really far from 2. Any individual number
that is not 2 is very
0:19:21.110,0:19:22.130
far from 2.
0:19:22.130,0:19:29.130
What do I mean by that, well, think back to
one of our
0:19:29.670,0:19:36.670
pictures. Here's a picture. Supposed I take
some points. Let's say
0:19:41.970,0:19:47.640
this is 2, and suppose I take one point here,
which is really close to
0:19:47.640,0:19:50.970
2, and I just change the value of the function
at that point. I
0:19:50.970,0:19:55.200
change the value of the function at that point,
or I just change the
0:19:55.200,0:19:59.990
entire picture of the graph from that point
rightward. I just take
0:19:59.990,0:20:05.940
this picture, and I change it to, let's say
... so I replace this
0:20:05.940,0:20:11.410
picture by that picture, or I replace the
picture by some totally new
0:20:11.410,0:20:15.250
picture like that picture. I just change the
part of the graph to the
0:20:15.250,0:20:21.440
right of some point, like 2.00001, whatever.
Will that effect the
0:20:21.440,0:20:25.770
limit at 2? No, because the limit at 2 really
depends only on the
0:20:25.770,0:20:27.520
behavior if you're really, really close.
0:20:27.520,0:20:32.040
If you take any fixed point, which is not
2, and you change the
0:20:32.040,0:20:35.000
behavior, sort of at that point or
farther away than that
0:20:35.000,0:20:42.000
point, then the behavior close to 2 doesn't
get affected. That's the
0:20:42.820,0:20:46.660
other key idea here. Actually I did these
in reverse order.
0:20:46.660,0:20:52.060
That's how it was coming naturally, but I'll
just say it again.
0:20:52.060,0:20:56.570
The limit depends on the behavior arbitrarily
close to the point. It
0:20:56.570,0:21:00.210
doesn't depend on the behavior at any single
specific other point. It
0:21:00.210,0:21:06.910
just depends on the behavior as you approach
the point and any other
0:21:06.910,0:21:11.330
point is far away. It's only sort of together
that all the other
0:21:11.330,0:21:16.230
points matter, and it's only them getting
really close that
0:21:16.230,0:21:19.790
matters. The other thing is that the function
actually needs to be
0:21:19.790,0:21:26.790
trapped near the point for the limit notion
to be true. This type of
0:21:26.860,0:21:29.650
picture where it's oscillating between minus
1 and 1, however close
0:21:29.650,0:21:35.150
you get to zero, keeps oscillating, and so
you cannot trap it around
0:21:35.150,0:21:40.590
any point. You cannot trap the function value
in any small enough
0:21:40.590,0:21:47.590
strip. In that case, the limit doesn't exist.
In subsequent videos,
0:21:48.550,0:21:54.630
we'll see the epsilon delta definition, we'll do a bit
of formalism to that, and
0:21:54.630,0:22:00.640
then we'll come back to some of these issues
later with the formal
0:22:00.640,0:22:01.870
understanding.
Definition for finite limit for function of one variable
Two-sided limit
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Full timed transcript: [SHOW MORE]
0:00:15.809,0:00:20.490
Vipul: In this talk, I'm going to introduce
the definition, the formal epsilon delta definition
0:00:20.490,0:00:24.669
of a two-sided limit for a function of a one
variable, that's called f.
0:00:24.669,0:00:31.349
I'm going to assume there is a point c and c
doesn't actually have to be in the domain of f.
0:00:31.349,0:00:38.030
Thus f doesn't have to be defined at c for this notion to
make sense rather f is defined around c.
0:00:38.030,0:00:44.909
What that means is f is defined on some open
set containing c.
0:00:51.009,0:01:03.009
Let's make a picture here so you have c,
c + t, c -- t.
0:01:03.040,0:01:11.040
What this is saying is there is some t probably
small enough so that the function is defined
0:01:12.549,0:01:18.590
in here and may be it's not defined at the
point c.
0:01:18.590,0:01:31.590
This set for some t>0. The function is defined
on the immediate left of c and it is defined
0:01:31.999,0:01:34.770
on the immediate right of c.
0:01:34.770,0:01:38.890
We need that in order to make sense of what
I'm going to say.
0:01:38.890,0:01:44.590
We say that limit as x approaches c of f(x)
is L where L is some other real number or
0:01:44.590,0:01:49.679
maybe it's the same real number [as c], so we say
this limit equals L, now I'll write the definition
0:01:49.679,0:01:56.679
in multiple lines just to be clear about the
parts of the definition.
0:01:56.770,0:02:39.770
For every epsilon > 0. This is epsilon. There
exists delta > 0 such that
for all x in R satisfying...what?
0:02:41.070,0:02:45.070
Rui: Satisfying |x -- c| ...
0:02:45.659,0:02:53.659
Vipul: [|x-c|] should be not equal to zero so zero
less than, exclude the point c itself,
0:02:54.810,0:02:56.930
less than delta. What do we have?
0:02:56.930,0:02:59.459
Rui: We have y is within.
0:02:59.459,0:03:04.260
Vipul: Well y is just f(x).
0:03:04.260,0:03:10.290
Rui: f(x_0)
0:03:14.290,0:03:16.819
Vipul: Well f(x) minus the claimed limit is?
0:03:17.219,0:03:18.040
Rui: L.
0:03:18.640,0:03:22.890
Vipul: You're thinking of continuity which is a
little different but here we have this less than?
0:03:22.890,0:03:24.569
Rui: Epsilon.
0:03:24.569,0:03:37.569
Vipul: Epsilon. Let me now just re-write these
conditions in interval notation.
0:03:37.830,0:03:40.031
What is this saying x in what interval? [ANSWER!]
0:03:40.040,0:03:43.519
Rui: c +- ...
0:03:43.519,0:03:49.840
Vipul: c- delta to c + delta excluding the
point c itself, that is what 0 < [|x -- c|] is telling us.
0:03:49.840,0:03:56.530
It is telling us x is within delta distance
of c, but it is not including c.
0:03:56.530,0:04:10.530
Another way of writing this is (c -- delta,c) union (c, c + delta)
0:04:12.810,0:04:19.340
x is either on immediate delta left of c or
it's on the immediate delta right of c.
0:04:21.040,0:04:31.040
You do something similar on the f(x) side
so what interval is this saying, f(x) is in what? [ANSWER!]
0:04:31.720,0:04:35.930
Rui: L -- epsilon, L + epsilon.
0:04:35.930,0:04:42.930
Vipul: Awesome. Instead of writing the conditions
in this inequality form you could have written
0:04:43.919,0:04:47.590
them in this form, so instead of writing this
you could have written this or this, instead
0:04:47.590,0:04:49.580
of writing this you could have written this.
0:04:50.080,0:04:59.500
If this statement is true, the way you read this is you say
limit as x approaches c of f(x) equals L.
0:04:59.500,0:05:07.500
Okay. Now how do we define the limit?
0:05:11.169,0:05:18.169
It's the number L for which the above holds. This should be
in quotes.
0:05:22.009,0:05:29.009
If a number L exists for which.
0:05:34.220,0:05:41.220
Now what would you need in order to show that
this definition makes sense?
0:05:47.919,0:05:52.919
Rui: I don't think I understand your question.
0:06:03.090,0:06:09.090
Vipul: What I mean is, what I wanted to ask
was what would you need to prove in order
0:06:09.990,0:06:14.889
to say the notion of the limit makes sense? Well,
you need to show that there is uniqueness here.
0:06:14.740,0:06:19.080
It cannot happen that the limit is some number
L and the limit is another number M so you
0:06:19.080,0:06:20.539
need to show uniqueness.
0:06:20.539,0:06:27.330
You need to show that if this holds for one
number L it cannot also hold for another number.
0:06:27.330,0:06:32.050
Once you have shown that then it you could
define it like this.
0:06:32.050,0:06:38.440
Now I should say "if it exists."
0:06:38.440,0:06:42.120
What I'm saying is that there is a uniqueness
theorem which we will prove some other time.
0:06:42.120,0:06:49.120
Which says that if this is true for one number
it cannot be true for any other number so
0:06:49.440,0:06:54.740
this statement is true for at the most one
value of L and if there is such a value of
0:06:54.740,0:06:55.050
L that's called the limit.
Left hand limit
Right hand limit
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Full timed transcript: [SHOW MORE]
0:00:15.940,0:00:20.740
Vipul: In this talk, I'm going to give definitions
of one-sided limits.
0:00:20.740,0:00:25.650
So it is going to be the left hand limit and
the right hand limit, and I'm going to basically
0:00:25.650,0:00:42.650
compare it with the definition of two-sided limit which was in
a previous video. Let's just write this down--left-hand limit.
0:00:44.110,0:00:48.679
Let me first remind you what the definition
of two-sided limit says.
0:00:48.679,0:00:57.679
So here's what it says. It says limit as x approaches
c, f(x) = L
0:00:58.469,0:01:03.140
so f has to be defined on the immediate left and
the immediate right of c.
0:01:03.140,0:01:07.960
It says that this is true if the following
holds so for every epsilon greater than zero
0:01:07.960,0:01:13.960
there exists a delta > 0 such that for all
x which are within delta of c
0:01:14.000,0:01:22.771
either delta on the left of c or within a delta on the
right of c we have that f(x) is within an epsilon
0:01:23.650,0:01:30.530
distance of L.
Okay. Now with the left and right hand limit
0:01:30.530,0:01:37.460
what we are trying to do we are trying to
consider only one-sided approaches on the, on the x
0:01:39.000,0:01:41.510
What will change when we do the left-hand limit,
0:01:42.001,0:01:44.641
what will be different from this definition?
[ANSWER!]
0:01:45.710,0:01:48.330
Rui: We approach c from the left.
0:01:48.330,0:01:52.790
Vipul: We'll approach c from the left so
what part of this definition will change? [ANSWER!]
0:01:52.790,0:01:54.880
Rui: From the fourth line?
0:01:54.880,0:01:56.890
Vipul: You mean this line?
0:01:56.890,0:02:06.810
Rui: Oh for all x within c distance, within delta distance of c
0:02:06.810,0:02:08.700
Vipul: So what will change?
0:02:08.700,0:02:14.020
Rui: We will not have (c, c + delta).
0:02:14.020,0:02:18.390
Vipul: This part won’t be there. We will
just be concerned about whether when x is
0:02:18.390,0:02:23.000
delta close on the left side of c, f(x) is here...
0:02:23.000,0:02:28.000
Will we change this one also to only include the left? [ANSWER!]
0:02:28.000,0:02:30.000
Or this one will remain as it is?
0:02:30.300,0:02:31.500
Rui: I think it will remain.
0:02:31.500,0:02:33.460
Vipul: It will remain as it is because we
0:02:33.460,0:02:35.340
are just saying as x approaches c from the left
0:02:35.340,0:02:36.340
f(x) approaches L.
0:02:36.340,0:02:43.340
We are not claiming that f(x) approaches L
from the left, okay? Let me make a number line picture.
0:02:51.750,0:02:56.130
We will do a full geometric understanding
of the thing later. Right now it's just very [formal].
0:02:56.130,0:03:00.850
So the function is defined on the immediate left
of c, maybe not defined at c. It is defined
0:03:00.850,0:03:01.920
on the immediate left of c.
0:03:01.920,0:03:06.410
We don’t even know if the function
is defined on the right of c and what we are
0:03:06.410,0:03:13.410
saying is that for any epsilon, so any epsilon
around L you can find a delta such that if you restrict
0:03:13.800,0:03:20.800
attention to the interval from c minus delta
to c [i.e., (c- delta, c) in math notation]
0:03:21.450,0:03:23.130
then the f value there is within the epsilon distance of L.
0:03:24.130,0:03:28.959
Now the f value could be epsilon to the left
or the right so we take left hand limit on
0:03:28.959,0:03:33.840
the domain side it doesn’t have to approach
from the left on the other side.
0:03:33.840,0:03:40.690
Let me just write down the full definition. We want to keep this on the side.
0:03:40.690,0:04:03.690
What it says that for every epsilon > 0 there
exists
0:04:05.180,0:04:16.680
by the way, the understanding of the what this definition
really means will come in another video you may have seen before this or after this
0:04:16.680,0:04:21.209
... for all x ... [continuing definition]
0:04:21.209,0:04:26.500
Now we should also change it if we are writing
in this form so how will it read now?
0:04:26.500,0:04:28.030
Rui: For all x ...
0:04:35.000,0:04:38.000
Vipul: So will you put x – c or c – x? [ANSWER!]
0:04:38.330,0:04:40.990
Rui: It will be x – c, oh c – x.
0:04:41.000,0:04:46.760
Vipul: c – x. Because you want c to be bigger
than x. You want x to be on the left of c.
0:04:46.850,0:05:01.850
What would this read, i.e. x is in (c – delta,c).
Okay.
0:05:05.000,0:05:11.460
What do we have? We have the same thing. This part doesn’t change.
0:05:13.000,0:05:19.000
Rui: f(x) is within epsilon distance of L.
0:05:34.400,0:05:40.400
Vipul: Why do I keep saying this thing about the
L approach doesn’t have to be from the left?
0:05:41.000,0:05:44.350
What’s the significance of that? Why is that important?
[ANSWER!]
0:05:45.000,0:05:51.000
Rui: It’s important because we don’t know
whether the function is decreasing or increasing
0:05:51.620,0:05:52.370
at that point.
0:05:52.370,0:05:55.750
Vipul: Yeah, so if your function is actually
increasing than L will also be approached
0:05:55.750,0:06:01.590
from the left, and if it’s decreasing it
will be approached from the right, but sometimes
0:06:01.590,0:06:07.590
it’s neither increasing nor decreasing, but it's still
true it approaches from one side, so that’s a
little complicated but the way
0:06:07.590,0:06:12.150
this comes up is that when you are dealing
with composition of functions, so when you
0:06:12.150,0:06:16.710
are doing one function and then applying another function to that and you have some results
0:06:16.710,0:06:18.440
with one-sided limits.
0:06:18.440,0:06:30.440
Let me just write this down. If you have one-sided
limits and you have composition,
0:06:31.610,0:06:39.550
so you are doing one function and then doing another
you have to be very careful.
0:06:45.050,0:06:48.350
You need to be very careful when you are doing
one-sided limits and composition.
0:06:48.360,0:06:57.360
Why? Because if you have g of f(x) and x approaches
to c from the left, f(x) approaches L but
0:06:57.850,0:06:59.280
not necessarily from the left.
0:06:59.280,0:07:03.560
You then you have another thing which is as
f(x) approaches L from the left, g of that
0:07:03.560,0:07:09.280
approaches something you just need to be careful
that when you compose things the sidedness
0:07:09.280,0:07:10.930
could change each time you compose.
0:07:10.930,0:07:14.590
Rui: Can you write a composition of the function
out?
0:07:14.590,0:07:17.870
Vipul: Not in this video. We will do that
in another video.
0:07:17.870,0:07:23.800
That’s something we will see in a subsequent
video but this is just something to keep in
0:07:23.800,0:07:27.770
mind so when you see that it will ring a bell.
0:07:30.770,0:07:31.880
Let us do... what other side is left? [pun unintended!]
Rui: Right?
Vipul: Right!
0:07:31.880,0:07:36.690
Vipul: By the way, you probably already know
this if you have seen limits intuitively so
0:07:36.690,0:07:42.300
I'm not stressing this too much but left hand
limit is really the limit as you approach
0:07:42.300,0:07:49.300
from the left. You are not moving toward the
left you are moving from the left to the point.
0:07:50.160,0:07:55.940
Right hand limit will be approach from the
right to the point so it is right, moving from
0:07:55.940,0:07:59.330
the right, so the words left and right are
describing where the limit is coming *from*,
0:07:59.330,0:08:06.330
not the direction which it is going to.
0:08:12.569,0:08:17.650
Now you can just tell me what will be the
corresponding thing. To make sense of this
0:08:17.650,0:08:19.819
notion we need f to be defined where? [ANSWER!]
0:08:19.819,0:08:21.699
Rui: On its right.
0:08:21.699,0:08:29.199
Vipul: On the immediate right of c. If it
is not defined on the immediate right it doesn’t
0:08:29.389,0:08:36.389
even make sense to ask this question what
the right hand limit is.
0:08:37.280,0:08:38.550
How will that be defined?
0:08:38.550,0:08:44.240
Rui: For every epsilon greater than zero
0:08:44.240,0:08:51.240
Vipul: The epsilon is the interval on which
you are trying to trap the function value.
0:08:51.500,0:08:54.279
Rui: There exists epsilon
0:08:54.279,0:08:55.890
Vipul: No, delta
0:08:55.890,0:09:14.890
Rui: delta> 0 such that for all x
with x – c > 0
0:09:15.040,0:09:22.040
Vipul: The general one is for all x with 0<|x-c|<delta
because you want to capture both the intervals.
0:09:23.170,0:09:29.270
In this one, the left hand limit one, we just
captured the left side interval.
0:09:29.270,0:09:39.270
Now in the right one we just want to capture
the right side interval, so as you said 0< x- c < delta.
0:09:44.180,0:09:51.480
In the picture, the function is defined, say c
to c + t and you are really saying you can
0:09:52.290,0:10:00.290
find delta if x is in here [between c and c + delta] which
actually... this is not including c, it is all the points
0:10:00.390,0:10:05.390
in the immediate right of c. We have? [ANSWER!]
0:10:06.000,0:10:13.000
Rui: The absolute value of f(x) – L is less
than epsilon.
0:10:20.010,0:10:22.010
Vipul: So f(x) is? Are we here? We have everything?
0:10:23.010,0:10:23.260
Rui: Yes.
0:10:26.190,0:10:30.890
Vipul: We have both of these here? So do you
see what’s the main difference between these
0:10:30.890,0:10:37.430
two and the actual [two-sided limit] definition?
0:10:37.430,0:10:42.930
For every epsilon there exists delta... the
first second and fourth line remain the same.
0:10:42.930,0:10:47.440
It is this line where you are specifying where
the x are that’s different.
0:10:47.440,0:10:53.000
In the two-sided thing the x could be either place.
0:10:53.300,0:10:55.200
For the left hand limit the x,
0:10:55.720,0:10:59.000
you just want x here [in (c - delta, c)] and
0:10:59.000,0:11:07.000
for the right hand limit you just want x in (c,c + delta).
0:11:07.000,0:11:09.000
Okay? [END!]
Relation between the limit notions
Definition of finite limit for function of one variable in terms of a game
Two-sided limit
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Full timed transcript: [SHOW MORE]
0:00:15.589,0:00:21.160
Vipul: In this video, I'm going to go over
the usual definition of limit and think of
0:00:21.160,0:00:24.930
it in terms of a game.
0:00:24.930,0:00:26.390
The game is as follows.
0:00:26.390,0:00:27.340
Consider this statement.
0:00:27.340,0:00:31.509
You are saying limit as x approaches c of
f(x) is L.
0:00:31.509,0:00:32.029
Okay.
0:00:32.029,0:00:35.160
There are two players to this game.
0:00:35.160,0:00:38.600
One is the prover and one is the skeptic.
0:00:38.600,0:00:44.550
The prover's goal is to show that this claim
is true so the prover is trying to convince
0:00:44.550,0:00:48.730
the skeptic that this limit as x approaches
c of f(x) is L,
0:00:48.730,0:01:01.160
the skeptic will try to ask tough questions and
see if the prover can still manage to show this.
0:01:01.160,0:01:04.059
The way the game is structured is as follows.
0:01:04.059,0:01:08.899
Let me just go over the individual components
of the statement for the limit and I will
0:01:08.899,0:01:10.610
translate each one.
0:01:10.610,0:01:17.610
I will explain the game and then explain how
it corresponds to the definition you've seen.
0:01:20.219,0:01:27.219
We begin with the skeptic
chooses epsilon > 0.
0:01:35.840,0:01:42.840
This is the part of the definition which reads
for every epsilon > 0.
0:01:47.099,0:01:53.289
That's the first clause of the definition
and that's basically the skeptic is choosing
0:01:53.289,0:01:54.579
epsilon > 0.
0:01:54.579,0:01:59.299
What is the skeptic trying to do when choosing
epsilon > 0?
0:01:59.299,0:02:06.299
What the skeptic is effectively doing is choosing
this interval L -- epsilon to L + epsilon.
0:02:14.400,0:02:18.220
The skeptic is effectively trying to choose
this interval L -- epsilon to L + epsilon.
0:02:18.220,0:02:26.110
What is the skeptic trying the challenge the prover
into doing when picking this interval? [ANSWER!]
0:02:26.110,0:02:29.890
Rui: Whether the prover can trap.
0:02:29.890,0:02:35.180
Vipul: The skeptic is trying to challenge
(and this will become a clearer a little later).
0:02:35.180,0:02:41.790
The idea is, the skeptic is trying to challenge
the prover into trapping the function when
0:02:41.790,0:02:47.620
the input x is close to c, trapping the
function output within this interval and that's
0:02:47.620,0:02:52.459
not clear which is why we need to continue
its definition.
0:02:52.459,0:02:58.609
The prover chooses. What does the prover choose?
[ANSWER!]
0:02:58.609,0:03:00.260
Rui: delta.
0:03:00.260,0:03:07.260
Vipul: delta > 0 and this corresponds to the
next part of the definition which says
0:03:08.480,0:03:15.480
there exists delta > 0.
0:03:19.749,0:03:26.749
In this picture, which I have up here, this
is the value c.
0:03:28.840,0:03:31.989
This is c + delta and this is c -- delta.
0:03:31.989,0:03:41.349
This is c and L, so c is the x coordinate, L is
the function value or limited the function value.
0:03:41.349,0:03:48.349
The skeptic chooses this strip like this from
L -- epsilon to L + epsilon by choosing epsilon
0:03:51.450,0:03:56.109
so the skeptic just chooses the number absent
what it is effectively doing is to choose
0:03:56.109,0:04:01.790
this strip, L -- epsilon to L + epsilon.
The prover then chooses a delta.
0:04:01.790,0:04:03.829
What's the prover effectively choosing?
0:04:03.829,0:04:07.290
The prover is effectively choosing this interval.
0:04:07.290,0:04:14.230
Okay so that's this interval.
0:04:14.230,0:04:20.209
It is c -- delta to c + delta except you
don't really care about the point c itself,
0:04:20.209,0:04:26.490
(but that's a little subtlety we don't
have to bother about), so the skeptic is choosing
0:04:26.490,0:04:29.780
the interval like this.
The prover is choosing the interval like this.
0:04:29.780,0:04:33.340
How is the skeptic choosing the interval? By just
specifying the value of epsilon.
0:04:33.340,0:04:34.880
How is the prover choosing [the interval around c]?
0:04:34.880,0:04:45.880
By just specifying a value of delta. Okay.
Now what does the skeptic now do? [ANSWER!]
0:04:46.500,0:04:52.979
Rui: Skeptic will check.
0:04:53.079,0:05:00.079
Vipul: There is something more to choose (right?)
before checking.
0:05:02.710,0:05:06.599
What does the definition say? For every epsilon
> 0 there exists a delta greater than zero
0:05:06.599,0:05:07.259
such that ... [COMPLETE!]
0:05:07.259,0:05:08.580
Rui: For every.
0:05:08.580,0:05:13.220
Vipul: For every x such that something. The
skeptic can now pick x.
0:05:13.220,0:05:17.000
Rui: That's what I meant by checking.
0:05:17.000,0:05:21.940
Vipul: The skeptic could still, like, pick a
value to challenge the prover.
0:05:21.940,0:05:28.940
The skeptic chooses x but what x can the skeptic
choose?
0:05:29.169,0:05:31.810
Rui: Within the...
0:05:31.810,0:05:36.590
Vipul: This interval which the prover has
specified.
0:05:36.590,0:05:43.590
The skeptic is constrained to choose x within
the interval.
0:05:44.250,0:05:49.639
That's the same as c -- delta ... Is this
all coming?
0:05:49.639,0:05:50.330
Rui: Yes.
0:05:50.330,0:05:57.330
Vipul: c -- delta, c union c to c + delta.
0:05:59.110,0:06:15.110
The way it's written is for every x in this
interval.
0:06:16.849,0:06:21.349
Lot of people write this in a slightly different
way.
0:06:21.349,0:06:28.349
They write it as ...
0:06:28.400,0:06:31.720
(You should see the definition video before
this.)
0:06:31.720,0:06:37.729
(I'm sort of assuming that you have seen the
definition -- this part [of the screen] so you can map it)
0:06:37.729,0:06:40.000
so a lot of people write it like this.
0:06:40.000,0:06:45.190
It is just saying x is within delta distance
of c but it's not equal to c itself.
0:06:45.190,0:06:50.949
Now it's time for the judge to come in and
decide who has won.
0:06:50.949,0:06:55.930
How does the judge decide? [ANSWER!]
0:06:55.930,0:07:01.360
Rui: For the x that the skeptic chooses and
see the corresponding y.
0:07:01.360,0:07:03.289
Vipul: The f(x) value.
0:07:03.289,0:07:10.289
Rui: If the f(x) value is within the horizontal strip then the prover wins.
0:07:12.509,0:07:30.000
Vipul: If |f(x) -- L| < epsilon which is the same
as saying f(x) is in what interval? [ANSWER!]
0:07:30.000,0:07:41.620
L- epsilon to L + epsilon then the prover
wins. Otherwise? [ANSWER!]
0:07:42.120,0:07:46.120
Rui: The skeptic wins.
0:07:46.120,0:07:53.120
[But] the skeptic can choose a really dumb [stupid] x.
0:07:54.039,0:07:57.610
Vipul: That's actually the next question
I want to ask you.
0:07:57.610,0:08:01.240
What does it actually mean to say that this
statement is true?
0:08:01.240,0:08:04.770
Is it just enough that the prover wins? That's
not enough.
0:08:04.770,0:08:07.909
What do you want to say to say that this statement
is true?
0:08:07.909,0:08:11.210
Rui: For every x in the interval.
0:08:11.210,0:08:16.289
Vipul: For every x but not only for every
x you should also say for every epsilon.
0:08:16.289,0:08:22.139
All the moves that the skeptic makes, the prover
should have a strategy, which works for all of them.
0:08:22.139,0:08:25.710
So, this statement is true [if] ...
0:08:25.710,0:08:29.800
This is true if the prover has what for the
game? [ANSWER!]
0:08:30.539,0:08:35.050
Rui: Winning strategy.
Vipul: Winning what?
Rui: Strategy.
0:08:35.050,0:08:38.669
Vipul: Yeah. True if the prover has a winning strategy.
0:08:38.669,0:08:44.910
It is not just enough to say that the prover
won the game some day but the prover should
0:08:44.910,0:08:50.220
be able to win the game regardless of how
smart the skeptic is or regardless of how
0:08:50.220,0:08:53.960
experienced the skeptic is or regardless of
how the skeptic plays.
0:08:53.960,0:09:00.960
That's why all the moves of the skeptic
are prefaced with a "for every." Right?
0:09:02.230,0:09:07.560
Whereas all the moves of the prover are prefaced,
(well there is only one move really of the
0:09:07.560,0:09:11.180
prover) are prefaced with "there exists"
because the prover controls his own choices.
0:09:11.180,0:09:15.360
When it is the prover's turn it's enough
to say "there exists" but since the prover doesn't
0:09:15.360,0:09:21.590
control what the skeptic does all the skeptic
moves are prefaced with "for every."
0:09:21.590,0:09:26.150
By the way, there is a mathematical notation
for these things.
0:09:26.150,0:09:31.730
There are mathematical symbols for these,
which I'm not introducing in this video,
0:09:31.730,0:09:37.920
but if you have seen them and got confused
then you can look at the future video where
0:09:37.920,0:09:40.500
I explain the mathematical symbols.
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Full timed transcript: [SHOW MORE]
0:01:26.720,0:01:33.720
Ok, so in this talk, we are going to give the definition
of what it means to say that this statement,
0:01:34.250,0:01:37.940
the one up here, is false.
0:01:37.940,0:01:41.300
So far we've looked at what it means for this
statement to be true.
0:01:41.300,0:01:44.960
Now we are going to look at what it means
for the statement to be false.
0:01:44.960,0:01:48.340
Basically, you just use the same definition,
but you would change a little bit of what
0:01:48.340,0:01:49.490
it looks like.
0:01:49.490,0:01:54.130
Let me first remind you of the limit game
because that is a very nice way of thinking
0:01:54.130,0:01:57.380
about what it means to be true and false.
0:01:57.380,0:01:58.860
What does the limit game say?
0:01:58.860,0:02:01.680
It is a game between two players, a prover
and a skeptic.
0:02:01.680,0:02:04.680
What is the goal of the prover? [ANSWER!]
0:02:04.680,0:02:06.310
Rui: To show he is right.
0:02:06.310,0:02:07.930
Vipul: To show that this is true.
0:02:07.930,0:02:08.489
Rui: True.
0:02:08.489,0:02:12.830
Vipul: The skeptic is trying to show that
this is false, or at least trying to come
0:02:12.830,0:02:16.730
up with the strongest evidence to suggest
that this is false.
0:02:16.730,0:02:18.090
How does the game proceed?
0:02:18.090,0:02:23.349
The skeptic begins by choosing an epsilon
greater than zero.
0:02:23.349,0:02:25.200
What is the skeptic effectively trying to
pick?
0:02:25.200,0:02:30.769
The skeptic is effectively trying to pick
this neighborhood of L and trying to challenge
0:02:30.769,0:02:36.579
the prover to trap the function value for
x within that neighborhood.
0:02:36.579,0:02:40.719
What's that neighborhood the skeptic is
secretly picking? [ANSWER!]
0:02:40.719,0:02:43.909
Rui: L -- epsilon [to L + epsilon]
0:02:43.909,0:02:50.909
Vipul: Ok, the prover chooses a delta greater
than zero so the prover is now basically trying
0:02:53.040,0:03:00.040
to pick a neighborhood of c, the point near the
domain points, and
0:03:02.650,0:03:09.650
then the skeptic will then pick a value x, which is within the interval delta distance
of c except the point c itself.
0:03:10.120,0:03:16.200
That's either delta interval on the left
or delta interval on the right of c.
0:03:16.200,0:03:20.569
Then the judge comes along and computes this
value, absolute value f(x) minus...Are we,
0:03:20.569,0:03:21.739
is this in the picture?
0:03:21.739,0:03:22.700
Rui: Yes.
0:03:22.700,0:03:27.329
Vipul: If it is less than epsilon then the
prover would have won, but now we want to
0:03:27.329,0:03:34.329
see if the skeptic wins if it is greater or
equal to epsilon, that means f(x) is not in
0:03:35.569,0:03:36.129
the epsilon...
0:03:36.129,0:03:37.249
Rui: Neighborhood.
0:03:37.249,0:03:42.459
Vipul: This video assumes you have already
seen the previous videos where we give these
0:03:42.459,0:03:48.689
definitions and so I'm sort of reviewing it
quickly, but not explaining it in full detail.
0:03:48.689,0:03:54.069
So, the skeptic wins if f(x) is outside this
interval, that means the prover failed to
0:03:54.069,0:03:58.069
rise to the skeptic's challenge of trapping
the function.
0:03:58.069,0:04:05.069
Let's now try to work out concretely what
the definition would read.
0:04:06.590,0:04:10.439
The skeptic is the one in control because
you want to figure out whether the skeptic
0:04:10.439,0:04:12.639
has a winning strategy.
0:04:12.639,0:04:17.690
Ok, so let me just say this clearly, this
is just saying when does the skeptic win?
0:04:17.690,0:04:21.090
Now in order to say this limit statement is
false, we need something stronger. What do
0:04:21.090,0:04:25.360
we need to say this is false? [ANSWER!]
0:04:25.360,0:04:26.450
The skeptic should have...
0:04:26.450,0:04:28.820
Rui: Should have a winning strategy.
0:04:28.820,0:04:30.410
Vipul: A winning strategy.
0:04:30.410,0:04:34.229
The skeptic should have a strategy so that
whatever the prover does, the skeptic has
0:04:34.229,0:04:36.139
some way of winning.
0:04:36.139,0:04:41.229
What should this read...if you actually translate
it to the definition?
0:04:41.229,0:04:44.169
Rui: There exists an...
0:04:44.169,0:04:46.000
Vipul: There exists epsilon
0:04:46.000,0:04:51.000
Rui: ...an epsilon greater than zero.
0:04:58.000,0:05:00.000
Vipul: Okay. Such that...
0:05:00.280,0:05:07.210
Rui: For every delta greater than zero.
0:05:07.210,0:05:10.870
Vipul: So the skeptic, when it's the skeptic's
move the skeptic says "there exists."
0:05:10.870,0:05:14.310
If anything works, the skeptic can pick that,
but when it's the provers move, the skeptic
0:05:14.310,0:05:15.699
has no control.
0:05:15.699,0:05:30.699
This should read, for every delta greater
than zero...What will the next part read?
0:05:31.770,0:05:33.930
Rui: There exists an x.
0:05:33.930,0:05:40.930
Vipul: Exists x in this interval.
0:05:44.289,0:05:45.340
Rui: Yeah.
0:05:45.340,0:05:50.159
Vipul: Which you often see it written in a
slightly different form.
0:05:50.159,0:05:57.159
Maybe, I don't have space here, so here
it is also written as "0 ...", are we down here?
0:05:59.960,0:06:01.560
Rui: Yes.
0:06:01.560,0:06:04.470
Vipul: This is the form it's usually written in
concise definitions.
0:06:04.470,0:06:20.710
We have this...So the definition, maybe it's not
clear, but the definition would read like that.
0:06:20.710,0:06:25.419
So there exists Epsilon greater than zero such
that for every delta greater than zero there
0:06:25.419,0:06:30.879
exists x, in here, which you could also write
like this, such that, I guess I should put
0:06:30.879,0:06:35.310
the "such that." [writes it down]
0:06:35.310,0:06:39.849
Such that. absolute value of f(x) -- L is greater
than or equal to epsilon
0:06:39.849,0:06:44.680
Let me just compare it with the usual definition
for the limit to exist.
0:06:44.680,0:06:47.750
The colors are in a reverse chrome.
0:06:47.750,0:06:52.860
That's fine. For every epsilon greater than
zero became there exists epsilon greater than
0:06:52.860,0:06:55.879
zero because the player who is in control
has changed.
0:06:55.879,0:06:59.789
There exists delta greater than zero became
for every delta greater than zero, for all
0:06:59.789,0:07:05.139
x with this became their exists x satisfying
this condition.
0:07:05.139,0:07:07.629
What happened to the last clause?
0:07:07.629,0:07:12.099
The less than Epsilon begin greater than or
equal to.
0:07:12.099,0:07:17.069
The last clause just got reversed in meaning,
all the others, we just changed the quantifier
0:07:17.069,0:07:22.389
from "for all" to "there exists" and from "there
exists" to "for all" and that is just because
0:07:22.389,0:07:25.770
we changed who is winning.
0:07:25.770,0:07:30.439
If you have seen some logic, if you ever see
logic, then there are some general rules of
0:07:30.439,0:07:33.650
logic as to how to convert a statement to
its opposite statement.
0:07:33.650,0:07:38.610
This is a general rule that "for all" becomes
"there exists" and "there exists" becomes "for all."
Non-existence of limit
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Full timed transcript: [SHOW MORE]
0:00:31.170,0:00:38.170
Vipul: Ok, so this talk is going to be about
why under certain circumstances limits don't exist
0:00:39.800,0:00:46.800
We are going to take this example of a function
which is defined like this: sin of one over x
0:00:47.699,0:00:51.360
Obviously, that definition doesn't work
when x equals zero.
0:00:51.360,0:00:57.260
So this is a function defined only for all non-zero
reals.
0:00:57.260,0:01:01.050
The goal is to figure out what the limit as
x approaches 0 of f(x) is.
0:01:01.050,0:01:06.630
Here is a graph of the function. This is a
y axis, and x axis.
0:01:06.630,0:01:08.490
The function looks like this.
0:01:08.490,0:01:10.680
It is oscillatory.
0:01:10.680,0:01:16.270
As you approach zero it oscillates more, faster
and faster.
0:01:16.270,0:01:19.070
What are the upper and lower limits of oscillation?
0:01:19.070,0:01:25.580
Actually all these things should be the same
height.
0:01:25.580,0:01:29.760
My drawing wasn't good, but, it should all
be the same height, above and below.
0:01:29.760,0:01:31.290
What are these upper and lower limits? [ANSWER!]
0:01:31.290,0:01:32.790
Rui: 1 and -1.
0:01:32.790,0:01:39.790
Vipul: So the lower limit is negative one
and the upper limit is one. Ok, good.
0:01:39.829,0:01:46.829
So what does it mean, what is the limit at
zero for this function? [ANSWER!]
0:01:46.850,0:01:53.850
This is where...you need to really think, so
I might say ok the limit is, looks like it's zero.
0:01:58.259,0:01:58.509
0:01:58.469,0:02:04.749
At zero, you say that looks neat, that looks
right because you see when the x value approaches,
0:02:04.749,0:02:09.190
comes close to zero, the f(x) value also comes
close to zero.
0:02:09.190,0:02:12.700
It keeps oscillating between -1and 1,
and it keeps coming.
0:02:12.700,0:02:19.700
I draw a very small ball around zero, like
that.
0:02:19.780,0:02:22.700
The function is going to keep entering this
ball.
0:02:22.700,0:02:27.060
A ball or a square one or whatever.
0:02:27.060,0:02:34.060
A very small neighborhood of this origin point
here in this two-dimensional picture.
0:02:35.230,0:02:40.459
The function graph is going to enter that
repeatedly.
0:02:40.459,0:02:42.010
Do you think the limit is zero? [ANSWER!]
0:02:42.010,0:02:42.830
Rui: No.
0:02:42.830,0:02:46.860
Vipul: No? Why not? Isn't it coming really
close to zero?
0:02:46.860,0:02:47.430
Rui: Sometimes.
0:02:47.430,0:02:49.140
Vipul: What do you mean "sometimes?"
0:02:49.140,0:02:56.140
Rui: It means sometimes it is real close to
zero and then it flies away.
0:02:56.870,0:03:03.870
Vipul: Ok, "flies away." [Hmm] So what's
your objection? What is not happening?
0:03:04.019,0:03:06.010
Rui: We can not trap.
0:03:06.010,0:03:07.239
Vipul: We cannot trap...
0:03:07.239,0:03:11.909
Rui: ...trap it in a neighborhood of zero.
0:03:11.909,0:03:18.480
Vipul: Function not trapped.
0:03:18.480,0:03:20.110
What should the limit be if it is not zero?
0:03:20.110,0:03:24.849
Should it be half, two-thirds, what should
the limit be? [ANSWER!]
0:03:24.849,0:03:31.849
(I'll explain this later), what do you think
the limit should be?
0:03:34.659,0:03:36.730
Rui: It doesn't have a limit.
0:03:36.730,0:03:38.299
Vipul: It doesn't have a limit.
0:03:38.299,0:03:39.790
Ok, so what does that mean?
0:03:39.790,0:03:45.290
Whatever limit you claim the function has
you are wrong...If you claim the function had
0:03:45.290,0:03:49.170
any numerical limit, if you claim if it is half you
are wrong.
0:03:49.170,0:03:50.640
If you claim minus half you are wrong.
0:03:50.640,0:03:52.720
If you claim the limit is 50, you are wrong.
0:03:52.720,0:03:54.959
Whatever claim you make about the limit,
you are wrong.
0:03:54.959,0:04:00.780
So let's try to think of this in terms of the
game between a prover and a skeptic.
0:04:00.780,0:04:02.730
(You should go and review that video
0:04:02.730,0:04:09.730
or read the corresponding material to understand
what I am going to say.)
0:04:09.829,0:04:13.969
It's good if you have also seen the video
on the definition of limit statement being
0:04:13.969,0:04:17.709
false, which builds on that.
0:04:17.709,0:04:21.620
What I am now asking you, what does it mean
to say the limit does not exist?
0:04:21.620,0:04:23.980
As x approaches c [limit] of f(x) does not exist.
0:04:23.980,0:04:27.810
Here c is zero, but that is not relevant...
that is not necessary for the definition.
0:04:27.810,0:04:32.910
Well it is the usual way we say that the
limit statement is false except we need to
0:04:32.910,0:04:37.170
add one step in the beginning, which is for
every L in R [the reals].
0:04:37.170,0:04:42.460
It says that for every L in R [the reals] the statement
limit x approaches c, f(x) equals L, is false.
0:04:42.460,0:04:43.900
So how does it read?
0:04:43.900,0:04:48.220
It says, for every L in R [the reals] there exists epsilon
greater than zero such that for every delta
0:04:48.220,0:04:55.030
greater than zero there exists x, within the
delta neighborhood of c such that f(x) is
0:04:55.030,0:04:58.590
not in the epsilon neighborhood of L.
0:04:58.590,0:05:05.590
How would you interpret this in terms of a
game between a prover and a skeptic?[ANSWER, THINKING ALONG!]
0:05:06.470,0:05:11.570
Rui: For every limit the prover proposes...
0:05:11.570,0:05:16.420
Vipul: This is not quite the same as the limit
game which you may have seen in a previous
0:05:16.420,0:05:21.170
video which was assuming that the limit was
already given as a part of the game.
0:05:21.170,0:05:28.170
This is sort of a somewhat more general game or
a more meta game where part of the game
0:05:28.420,0:05:31.950
is also the prover trying to specify what
the limit should be.
0:05:31.950,0:05:37.100
The first step the prover plays, the prover
is in black, skeptic is in red.
0:05:37.100,0:05:43.290
The first step the prover plays, proposes
a value of the limit. Then?
0:05:43.290,0:05:47.280
Rui: The skeptic chooses an epsilon.
0:05:47.280,0:05:50.020
Vipul: What's the goal of the skeptic in choosing
the epsilon?
0:05:50.020,0:05:56.740
The goal of the skeptic is.. so let's say
the prover chose a limit value L here, that's
0:05:56.740,0:05:58.470
numerical value L here.
0:05:58.470,0:06:00.050
The skeptic picks epsilon.
0:06:00.050,0:06:06.650
The skeptic will pick epsilon, which means
the skeptic is picking this band from L minus
0:06:06.650,0:06:12.400
epsilon to L plus epsilon.
0:06:12.400,0:06:14.270
Now what does the prover try to do?
0:06:14.270,0:06:19.000
The prover tries to pick a delta. What is
the prover trying to do?
0:06:19.000,0:06:24.490
Find a neighborhood of c, such that the
function in that neighborhood of c the function
0:06:24.490,0:06:28.370
is trapped within epsilon of L.
0:06:28.370,0:06:32.740
So in our case, c is zero in this example,
so the prover will be trying to pick a neighborhood
0:06:32.740,0:06:39.740
of zero, is something like... zero plus delta
on the right and zero minus delta on the left.
0:06:44.620,0:06:45.750
What's the goal of the prover?
0:06:45.750,0:06:50.840
To say that whenever x is in this interval,
for all x,
0:06:50.840,0:06:53.500
The prover is trying to say that all for x
in here, the function [difference from L] is less than epsilon.
0:06:53.500,0:06:56.170
The skeptic who is trying to disprove that.
0:06:56.170,0:06:59.060
What does the skeptic need to do?
0:06:59.060,0:07:03.900
Rui: Every time the prover finds an x.
0:07:03.900,0:07:07.540
Vipul: Well the prover finds, picks the delta,
what does the skeptic try to do?
0:07:07.540,0:07:08.480
Rui: Just pick an x.
0:07:08.480,0:07:10.550
Vipul: Picks an x such that the function...
0:07:10.550,0:07:12.140
Rui: Is out of the...
0:07:12.140,0:07:13.960
Vipul: Is outside that thing.
0:07:13.960,0:07:24.960
Let me make this part a little bit more...so
here you have... the same colors.
0:07:25.150,0:07:41.150
This is
the axis...The skeptic...The prover has picked
this point and the skeptic has picked epsilon.
0:07:41.780,0:07:46.670
So this is L plus epsilon, L minus epsilon.
0:07:46.670,0:07:50.460
The prover is now, it so happens that c is
zero here.
0:07:50.460,0:07:56.690
So that everything is happening near the y
axis.
0:07:56.690,0:08:03.690
Now, the prover wants to pick a delta, the
prover wants to pick, like this, should be
0:08:07.320,0:08:07.910
the same.
0:08:07.910,0:08:14.910
So this is c plus delta which c is zero, so
zero plus delta and zero minus delta.
0:08:17.810,0:08:21.960
Now, under what conditions...What happens
next?
0:08:21.960,0:08:28.240
The prover is implicitly trying to claim that
the function, when the x value is close here,
0:08:28.240,0:08:30.520
the function value is trapped here.
0:08:30.520,0:08:35.089
What the skeptic wants to show is that, that's
not true.
0:08:35.089,0:08:39.830
If it isn't true, in order to do that, the
skeptic should pick a value of x.
0:08:39.830,0:08:46.830
So the skeptic needs to pick a value of x
somewhere in this interval such that at that
0:08:48.110,0:08:55.110
value of f(x)...let me just make the x axis...so
the skeptic wants to pick a value of x, maybe
0:08:59.209,0:09:06.209
its somewhere here, such that when you evaluate
the function at x it lies outside.
0:09:07.269,0:09:11.720
If when you evaluate the function at x, and it lies
outside this strip then the skeptic wins and
0:09:11.720,0:09:16.290
if the value of the function of x is inside
the strip then the prover wins.
0:09:16.290,0:09:23.290
Now looking back at this function, the question
is, can the prover pick an L such that regardless,
0:09:25.209,0:09:31.779
so can the prover pick a value of L such that...Is
this whole thing coming?
0:09:31.779,0:09:37.860
Such that regardless of the epsilon that the
skeptic picks, there exists a delta such that
0:09:37.860,0:09:44.439
for all x the function is trapped? Or is it
instead true that the skeptic will win? (i.e.) Is
0:09:44.439,0:09:50.579
it true that whatever L the prover picks there
exists an epsilon, since the skeptic picks
0:09:50.579,0:09:57.360
an epsilon, such that whatever delta the prover
picks the function in not in fact, trapped
0:09:57.360,0:10:00.399
here. What do you think looking at the picture
here?
0:10:00.399,0:10:05.329
Can you trap the function in a rectangle
like this? [ANSWER!]
0:10:05.329,0:10:06.100
Rui: No.
0:10:06.100,0:10:09.930
Vipul: Well, not if it is a very small rectangle.
0:10:09.930,0:10:16.930
What should the skeptic's strategy be?
0:10:17.060,0:10:23.930
The claim is that the limit does not exist,
that is the claim.
0:10:23.930,0:10:25.990
The claim is that this limit doesn't exist.
0:10:25.990,0:10:29.750
What is the skeptic's strategy?
0:10:29.750,0:10:31.990
What do you mean by skeptic strategy?
0:10:31.990,0:10:37.370
Well, the skeptic should have some strategy
that works, so the skeptic should pick an
0:10:37.370,0:10:43.290
epsilon that is smart and then the skeptic
should pick an x that works.
0:10:43.290,0:10:50.209
What epsilon should the skeptic pick? Suppose
the skeptic picks epsilon as 50 million,
0:10:50.209,0:10:52.050
is that a winning strategy?
0:10:52.050,0:10:52.790
Rui: No.
0:10:52.790,0:10:53.899
Vipul: Why not?
0:10:53.899,0:10:58.300
Rui: He should pick something between -1 and
1, right?
0:10:58.300,0:11:01.920
Vipul: Well epsilon is a positive number so
what do you mean?
0:11:01.920,0:11:04.600
Rui: Oh, anything between one, smaller.
0:11:04.600,0:11:05.230
Vipul: Smaller than...
0:11:05.230,0:11:08.999
Rui: Less than one. Epsilon.
0:11:08.999,0:11:12.470
Vipul: Less than one. Why will that work?
0:11:12.470,0:11:19.470
Rui: Because even if it is less than one then
anything, no matter what kind of delta...
0:11:20.930,0:11:27.930
Vipul: Whatever L the prover picked...What
is the width of this interval? The distance
0:11:28.209,0:11:29.589
from the top and the bottom is?
0:11:29.589,0:11:30.279
Rui: 2
0:11:30.279,0:11:30.980
Vipul: [2 times] epsilon.
0:11:30.980,0:11:31.680
Rui: [2 times] epsilon.
0:11:31.680,0:11:38.680
Vipul: 2 epsilon. If epsilon
is less than one, the skeptic's strategy is
pick epsilon less than one any epsilon.
0:11:43.089,0:11:50.089
The skeptic can fix epsilon in the beginning, maybe pick
epsilon as 0.1 or something, but any epsilon
0:11:50.610,0:11:52.019
less than one will do.
0:11:52.019,0:11:59.019
In fact epsilon equal to one will do. Let
us play safe and pick epsilon as 0.1.
0:11:59.810,0:12:00.999
Why does it work?
0:12:00.999,0:12:06.600
Because this 2 epsilon cannot include both
one and minus one.
0:12:06.600,0:12:12.649
It cannot cover this entire thing because
this has width two, from one to minus one.
0:12:12.649,0:12:17.589
If the skeptic picks an epsilon less than
one, regardless of the L the prover has tried,
0:12:17.589,0:12:23.079
the strip is not wide enough to include everything
from minus one to one.
0:12:23.079,0:12:27.990
Regardless of what Delta the prover picks,
we know that however small an interval we
0:12:27.990,0:12:32.180
pick around zero, the function is going to
take all values from negative one to one in
0:12:32.180,0:12:35.759
that small interval.
0:12:35.759,0:12:40.819
Now the skeptic will be able to find an x
such that the function value lies outside
0:12:40.819,0:12:42.290
the interval.
0:12:42.290,0:12:45.579
The skeptic should...the key idea is that
the skeptic pick epsilon small enough, in
0:12:45.579,0:12:50.360
this case the skeptic's choice of epsilon
doesn't depend on what L the prover chose.
0:12:50.360,0:12:51.269
It need not.
0:12:51.269,0:12:52.889
The strategy doesn't.
0:12:52.889,0:12:59.889
Then after the prover has picked a delta,
picked an x such that the function lies outside.
0:13:01.249,0:13:07.410
Regardless of the L the prover picks,
that L doesn't work as a limit because
0:13:07.410,0:13:10.550
the skeptic wins and so the limit doesn't
exist.
Misconceptions
{{#widget:YouTube|id=F0r_offAc5M}}
Full timed transcript: [SHOW MORE]
0:00:15.500,0:00:19.140
Vipul: Okay. This talk is going to be about
certain misconceptions
0:00:19.140,0:00:22.440
that people have regarding limits and these
are misconceptions that
0:00:22.440,0:00:25.840
people generally acquire after...
0:00:25.840,0:00:29.180
These are not the misconceptions that
people have before studying limits,
0:00:29.180,0:00:32.730
these are misconceptions you might have after
studying limits,
0:00:32.730,0:00:35.059
after studying the epsilon delta definition.
0:00:35.059,0:00:38.550
I'm going to describe these misconceptions
in terms of the limit game,
0:00:38.550,0:00:41.900
the prover skeptic game of the limit. Though
the misconceptions
0:00:41.900,0:00:45.850
themselves don't depend on
the understanding of the
0:00:45.850,0:00:49.059
game but to understand exactly what's
happening, it's better to think
0:00:49.059,0:00:51.010
of it in terms of the game.
0:00:51.010,0:00:55.370
First recall the definition. So limit as x
approaches c of f(x) is a
0:00:55.370,0:01:01.629
number L; so c and L are both numbers, real
numbers. f is a function,
0:01:01.629,0:01:06.380
x is approaching c. And we said this is true
if the following -- for
0:01:06.380,0:01:10.180
every epsilon greater than zero, there exists
a delta greater than
0:01:10.180,0:01:14.800
zero such that for all x which are within delta
distance of c, f(x) is
0:01:14.800,0:01:17.590
within epsilon distance of L. Okay?
0:01:17.590,0:01:24.590
Now, how do we describe this in terms for
limit game?
0:01:26.530,0:01:33.530
KM: So, skeptic starts off with the first
part of the definition.
0:01:34.990,0:01:38.189
Vipul: By picking the epsilon? Okay, that's
the thing written in
0:01:38.189,0:01:42.939
black. What's the skeptic trying to do? What's the
goal of the skeptic?
0:01:42.939,0:01:49.100
KM: To try and pick an epsilon that would
not work.
0:01:49.100,0:01:53.450
Vipul: So the goal of the skeptic is to try
to show that the statement is false.
0:01:53.450,0:01:54.100
KM: Yeah.
0:01:54.100,0:01:57.790
Vipul: Right? In this case the skeptic should
try to start by choosing
0:01:57.790,0:02:02.220
an epsilon that is really [small] -- the goal of
the skeptic is to pick an
0:02:02.220,0:02:04.500
epsilon that's really small, what is the
skeptic trying to challenge
0:02:04.500,0:02:07.920
the prover into doing by picking the epsilon?
The skeptic is trying to
0:02:07.920,0:02:11.959
challenge the prover into trapping the function
close to L when x is
0:02:11.959,0:02:17.040
close to c. And the way the skeptic specifies
what is meant by "close to L" is
0:02:17.040,0:02:19.860
by the choice of epsilon. Okay?
0:02:19.860,0:02:24.900
When picking epsilon the skeptic is
effectively picking this interval, L -
0:02:24.900,0:02:30.700
epsilon, L + epsilon). Okay? And basically
that's what the skeptic is
0:02:30.700,0:02:33.680
doing. The prover is then picking a delta.
What is the goal of the
0:02:33.680,0:02:36.239
prover in picking the delta? The prover is
saying, "Here's how I can
0:02:36.239,0:02:40.099
trap the function within that interval. I'm
going to pick a delta and
0:02:40.099,0:02:43.520
my claim is that if the x value within delta distance of c, except the
0:02:43.520,0:02:47.000
point c itself, so my claim is for any x value
there the function is
0:02:47.000,0:02:48.260
trapped in here."
0:02:48.260,0:02:52.819
So, the prover picks the delta and then the
skeptic tries to
0:02:52.819,0:02:56.709
test the prover's claim by picking an x
0:02:56.709,0:02:59.670
which is within the interval specified by
the prover and then they
0:02:59.670,0:03:03.379
both check whether f(x) is within epsilon
distance [of L]. If it is
0:03:03.379,0:03:07.940
then the prover wins and if it is not, if
this [|f(x) - L|]is not less
0:03:07.940,0:03:09.989
than epsilon then the skeptic wins. Okay?
0:03:09.989,0:03:13.659
So, the skeptic is picking the neighborhood
of the target point which
0:03:13.659,0:03:17.030
in this case is just the open interval of
radius epsilon, the prover
0:03:17.030,0:03:21.940
is picking the delta which is effectively the
neighborhood of the domain
0:03:21.940,0:03:25.760
point except the point c as I've said open
interval (c - delta, c +
0:03:25.760,0:03:30.870
delta) excluding c and then the skeptic picks
an x in the neighborhood
0:03:30.870,0:03:35.700
specified by prover and if the function value
is within the interval
0:03:35.700,0:03:38.830
specified by the skeptic then the prover wins.
0:03:38.830,0:03:41.989
Now, what does it mean to say the statement
is true in terms of the
0:03:41.989,0:03:43.080
game?
0:03:43.080,0:03:50.080
KM: So, it means that the prover is always
going to win the game.
0:03:51.849,0:03:55.629
Vipul: Well, sort of. I mean the prover may
play it stupidly. The
0:03:55.629,0:04:00.750
prover can win the game if the prover plays
well. So, the prover has a
0:04:00.750,0:04:03.230
winning strategy for the game. Okay?
0:04:05.230,0:04:10.299
The statement is true if the prover has a
winning strategy for the
0:04:10.299,0:04:14.090
game and that means the prover has a way
of playing the game such that
0:04:14.090,0:04:17.320
whatever the skeptic does the prover is going
to win the game. The
0:04:17.320,0:04:20.789
statement is considered false if the skeptic
has a winning strategy
0:04:20.789,0:04:23.370
for the game which means the skeptic has a
way of playing so that
0:04:23.370,0:04:25.729
whatever the prover does the skeptic can win
the game.
0:04:25.729,0:04:27.599
Or if the game doesn't make sense at all
...
0:04:27.599,0:04:29.460
maybe the function is not defined on
0:04:29.460,0:04:31.050
the immediate left and right of c.
0:04:31.050,0:04:32.370
If the function isn't defined then we
0:04:32.370,0:04:34.160
cannot even make sense of the statement.
0:04:34.160,0:04:36.990
Either way -- the skeptic has a winning strategy
0:04:36.990,0:04:37.770
or the game doesn't make sense --
0:04:41.770,0:04:43.470
then the statement is false.
0:04:43.470,0:04:47.660
If the prover has a winning strategy
the statement is true.
0:04:47.660,0:04:54.660
With this background in mind let's look
at some common misconceptions.
0:04:56.540,0:05:03.540
Okay. Let's say we are trying to prove that
the limit as x approaches
0:05:27.620,0:05:31.530
2 of x^2 is 4, so is that statement correct?
The statement we're
0:05:31.530,0:05:32.060
trying to prove?
0:05:32.060,0:05:32.680
KM: Yes.
0:05:32.680,0:05:35.960
Vipul: That's correct. Because in fact x^2
is a continuous function
0:05:35.960,0:05:40.160
and the limit of a continuous function at
the point is just the
0:05:40.160,0:05:43.030
value at the point and 2^2 is 4. But we're
going to now try to prove
0:05:43.030,0:05:48.530
this formally using the epsilon-delta definition
of limit, okay? Now
0:05:48.530,0:05:51.229
in terms of the epsilon-delta definition or
rather in terms of this
0:05:51.229,0:05:55.160
game setup, what we need to do is we need
to describe a winning
0:05:55.160,0:06:01.460
strategy for the prover. Okay? We need to
describe delta in terms of
0:06:01.460,0:06:05.240
epsilon. The prover essentially ... the only
move the prover makes is
0:06:05.240,0:06:09.130
this choice of delta. Right? The skeptic picked
epsilon, the prover
0:06:09.130,0:06:12.810
picked delta then the skeptic picks x and
then they judge who won. The
0:06:12.810,0:06:15.810
only choice the prover makes is the choice
of delta, right?
0:06:15.810,0:06:16.979
KM: Exactly.
0:06:16.979,0:06:20.080
Vipul: The prover has to specify delta in terms
of epsilon.
0:06:20.080,0:06:24.819
So, here is my strategy. My strategy is I'm
going to choose delta as,
0:06:24.819,0:06:29.509
I as a prover is going to choose delta as
epsilon over the absolute
0:06:29.509,0:06:33.690
value of x plus 2 [|x + 2|]. Okay?
0:06:33.690,0:06:36.880
Now, what I want to show that this strategy
works. So, what I'm claiming
0:06:36.880,0:06:39.840
is that if ... so let me just finish this
and then you can tell me where
0:06:39.840,0:06:43.419
I went wrong here, okay? I'm claiming that
this strategy works which
0:06:43.419,0:06:47.130
means I'm claiming that if the skeptic now
picks any x which is within
0:06:47.130,0:06:54.130
delta distance of 2; the target point,
0:06:56.710,0:07:01.490
then the function value is within epsilon
distance of 4, the claimed
0:07:01.490,0:07:04.080
limit. That's what I want to show.
0:07:04.080,0:07:08.300
Now is that true? Well, here's how I do
it. I say, I start by
0:07:08.300,0:07:13.539
taking this expression, I factor it as
|x - 2||x + 2|. The absolute
0:07:13.539,0:07:16.810
value of product is the product of the absolute
values so this can be
0:07:16.810,0:07:21.599
split like that. Now I say, well, we know
that |x - 2| is less than
0:07:21.599,0:07:24.979
delta and this is a positive thing. So we
can write this as less than delta
0:07:24.979,0:07:31.979
times absolute value x plus 2. Right? And
this delta is epsilon over
0:07:35.599,0:07:37.620
|x + 2| and we get epsilon.
0:07:37.620,0:07:40.460
So, this thing equals something, less than
something, equals
0:07:40.460,0:07:43.580
something, equals something, you have a chain
of things, there's one
0:07:43.580,0:07:47.720
step that you have less than. So overall we
get that this expression,
0:07:47.720,0:07:53.740
this thing is less than epsilon. So, we have
shown that whatever x the
0:07:53.740,0:08:00.370
skeptic would pick, the function value lies
within the epsilon
0:08:00.370,0:08:05.030
distance of the claimed limit. As long as the skeptic picks x within
0:08:05.030,0:08:09.240
delta distance of the target point.
0:08:09.240,0:08:16.240
Does this strategy work? Is this a proof?
What's wrong with this?
0:08:24.270,0:08:31.270
Do you think there's anything wrong
with the algebra I've done here?
0:08:33.510,0:08:40.510
KM: Well, we said that ...
0:08:40.910,0:08:47.910
Vipul: So, is there anything wrong in the
algebra here? This is this,
0:08:50.160,0:08:51.740
this is less than delta, delta ... So, this
part
0:08:51.740,0:08:52.089
seems fine, right?
0:08:52.089,0:08:52.339
KM: Yes.
0:08:52.330,0:08:55.640
Vipul: There's nothing wrong in the algebra
here. So, what could be
0:08:55.640,0:09:00.310
wrong? Our setup seems fine. If the x value
is within delta distance
0:09:00.310,0:09:03.350
of 2 then the function value is within epsilon
distance of 4. That's
0:09:03.350,0:09:05.360
exactly what we want to prove, right?
0:09:05.360,0:09:11.120
So, there's nothing wrong this point onward.
So, the error happened
0:09:11.120,0:09:14.440
somewhere here. What do you think
was wrong
0:09:14.440,0:09:21.160
here? In the strategy choice step? What do
you think went wrong in the
0:09:21.160,0:09:24.010
strategy choice step?
0:09:24.010,0:09:28.850
Well, okay, so in what order do they play their moves?
Skeptic will choose the epsilon,
0:09:28.850,0:09:29.760
then?
0:09:29.760,0:09:35.130
KM: Then the prover chooses delta.
0:09:35.130,0:09:36.080
Vipul: Prover chooses delta. Then?
0:09:36.080,0:09:39.529
KM: Then the skeptic has to choose the x value.
0:09:39.529,0:09:42.470
Vipul: x value. So, when the prover is deciding
the strategy, when the
0:09:42.470,0:09:45.860
prover is choosing the delta, what information
does the prover have?
0:09:45.860,0:09:48.410
KM: He just has the information on epsilon.
0:09:48.410,0:09:50.500
Vipul: Just the information on epsilon. So?
0:09:50.500,0:09:57.060
KM: So, in this case the mistake was that
because he didn't know the x value yet?
0:09:57.060,0:10:03.100
Vipul: The strategy cannot depend on x.
0:10:03.100,0:10:04.800
KM: Yeah.
0:10:04.800,0:10:09.790
Vipul: So, the prover is picking the
delta based on x but the
0:10:09.790,0:10:12.660
prover doesn't know x at this stage when
picking the delta. The delta
0:10:12.660,0:10:15.910
that the prover chooses has to be completely
a function of epsilon
0:10:15.910,0:10:19.680
alone, it cannot depend on the future moves
of the skeptic because the
0:10:19.680,0:10:23.700
prover cannot read the skeptic's mind. Okay?
And doesn't know what the
0:10:23.700,0:10:24.800
skeptic plans to do.
0:10:24.800,0:10:31.800
So that is the ... that's the proof. I call
this the ...
0:10:42.240,0:10:43.040
Can you see what I call this?
0:10:43.040,0:10:45.399
KM: The strongly telepathic prover.
0:10:45.399,0:10:51.470
Vipul: So, do you know what I meant by that?
Well, I meant the prover
0:10:51.470,0:10:58.470
is reading the skeptic's mind. All
right? It's called telepathy.
0:11:07.769,0:11:10.329
0:11:10.329,0:11:17.329
Okay, the next one.
0:11:25.589,0:11:30.230
This one says there's a function defined piecewise. Okay? It's defined
0:11:30.230,0:11:34.829
as g(x) is x when x is rational and zero when
x is irrational. So,
0:11:34.829,0:11:41.829
what would this look like? Well, pictorially, there's a line y
0:11:42.750,0:11:49.510
equals x and there's the x-axis and the
graph is just the irrational x
0:11:49.510,0:11:52.750
coordinate parts of this line and the rational
x coordinate parts of
0:11:52.750,0:11:56.350
this line. It's kind of like both these
lines but only parts of
0:11:56.350,0:11:58.529
them. Right?
0:11:58.529,0:12:02.079
Now we want to show that limit as x approaches
zero of g(x) is
0:12:02.079,0:12:06.899
zero. So just intuitively, do you think the statement
is true? As x goes
0:12:06.899,0:12:09.910
to zero, does this function go to zero?
0:12:09.910,0:12:10.610
KM: Yes.
0:12:10.610,0:12:17.610
Vipul: Because both the pieces are going to
zero. That's the intuition. Okay?
0:12:20.610,0:12:24.089
This is the proof we have here. So the idea
is we again think about it
0:12:24.089,0:12:27.790
in terms of the game. The skeptic first picks
the epsilon, okay? Now
0:12:27.790,0:12:30.779
the prover has to choose the delta, but
there are really two cases
0:12:30.779,0:12:35.200
on x, right? x rational and x irrational.
So the prover chooses the
0:12:35.200,0:12:39.459
delta based on whether the x is rational
or irrational, so if
0:12:39.459,0:12:43.880
the x is rational then the prover just picks
delta equals epsilon, and
0:12:43.880,0:12:48.339
that's good enough for rational x, right?
Because for rational x the
0:12:48.339,0:12:51.410
slope of the line is one so picking delta
as epsilon is good enough.
0:12:51.410,0:12:55.760
For irrational x, if the skeptic's planning
to choose an irrational x
0:12:55.760,0:12:59.730
then the prover can just choose any delta
actually. Like just fix
0:12:59.730,0:13:03.880
a delta in advance. Like delta is one or
something. Because if x is
0:13:03.880,0:13:10.430
irrational then it's like a constant function
and therefore, like, for
0:13:10.430,0:13:14.970
any delta the function is trapped within epsilon
distance of the claimed
0:13:14.970,0:13:16.970
limit zero. Okay?
0:13:16.970,0:13:19.950
So the prover makes two cases based
on whether the skeptic is going
0:13:19.950,0:13:26.950
to pick a rational or an irrational x
and based on that if
0:13:27.040,0:13:30.730
it's rational this is the prover's strategy,
if it's irrational then
0:13:30.730,0:13:34.050
the prover can just pick any delta.
0:13:34.050,0:13:37.630
Can you tell me what's wrong with this proof?
0:13:37.630,0:13:44.630
KM: So, he [the prover] is still kind of
basing it on what the skeptic is going to
0:13:44.750,0:13:45.800
pick next.
0:13:45.800,0:13:49.100
Vipul: Okay. It's actually pretty much the
same problem [as the
0:13:49.100,0:13:55.449
preceding one], in a somewhat milder form.
The prover is making
0:13:55.449,0:13:59.959
cases based on what the skeptic is going to
do next, and choosing a
0:13:59.959,0:14:01.940
strategy according to that. But the prover
doesn't actually know what
0:14:01.940,0:14:05.089
the skeptic is going to do next, so the prover
should actually have a
0:14:05.089,0:14:08.970
single strategy that works in both cases.
So cases will be made to
0:14:08.970,0:14:12.209
prove that the strategy works but the prover
has to have a single
0:14:12.209,0:14:12.459
strategy.
0:14:12.449,0:14:15.370
Now in this case the correct way of doing the proof is just, the
0:14:15.370,0:14:18.779
prover can pick delta as epsilon because that
will work in both cases.
0:14:18.779,0:14:20.019
KM: Exactly.
0:14:20.019,0:14:23.320
Vipul: Yeah. But in general if you have two
different piece
0:14:23.320,0:14:26.579
definitions then the way you would do it so
you would pick delta as
0:14:26.579,0:14:30.300
the min [minimum] of the deltas that work in
the two different pieces,
0:14:30.300,0:14:32.910
because you want to make sure that
both cases are covered. But
0:14:32.910,0:14:36.730
the point is you have to do that -- take
the min use that rather than
0:14:36.730,0:14:39.730
just say, "I'm going to choose my delta
based on what the skeptic is
0:14:39.730,0:14:42.589
going to move next." Okay?
0:14:42.589,0:14:49.120
So this is a milder form of the same
misconception that that was there in
0:14:49.120,0:14:56.120
the previous example we saw.
0:15:04.620,0:15:11.620
So, this is what I call the mildly telepathic
prover, right? The
0:15:14.970,0:15:18.579
prover is still behaving telepathically
predicting the skeptic's future
0:15:18.579,0:15:23.740
moves but it's not so bad. The prover is
just making, like, doing a
0:15:23.740,0:15:25.470
coin toss type of telepathy. Whereas in the
earlier one is prover is
0:15:25.470,0:15:30.790
actually, deciding exactly what x the skeptic
would pick. But it's still
0:15:30.790,0:15:32.790
the same problem and the reason why I think
people will have this
0:15:32.790,0:15:36.329
misconception is because they don't think
about it in terms of the
0:15:36.329,0:15:38.970
sequence in which the moves are made, and
the information that each
0:15:38.970,0:15:45.970
party has at any given stage of the game.
0:15:50.889,0:15:57.889
Let's do this one.
0:16:10.930,0:16:15.259
So, this is a limit claim, right? It says
that the limit as x approaches
0:16:15.259,0:16:22.259
1 of 2x is 2, okay? How do we go about showing
this? Well, the idea is
0:16:23.699,0:16:27.990
let's play the game, right? Let's say
the skeptic picks epsilon as
0:16:27.990,0:16:34.990
0.1, okay? The prover picks delta as 0.05.
The skeptic is when picking
0:16:35.139,0:16:38.790
epsilon as 0.1, the skeptic is saying, "Please
trap the function
0:16:38.790,0:16:43.800
between 1.9 and 2.1. Okay? Find the delta
small enough so that the
0:16:43.800,0:16:48.389
function value is trapped between 1.9 and
2.1. The prover picks delta
0:16:48.389,0:16:55.389
as 0.05 which means the prover is now getting
the input value trapped
0:16:57.850,0:17:04.850
between 0.95 and 1.05. That's 1 plus minus
this thing. And now the
0:17:05.439,0:17:09.070
prover is claiming that if the x value is
within this much distance of
0:17:09.070,0:17:13.959
1 except the value equal to 1, then the function
value is within 0.1
0:17:13.959,0:17:17.630
distance of 2. So, the skeptic tries picking
x within the interval
0:17:17.630,0:17:23.049
specified by the prover, so maybe the skeptic
picks 0.97 which is
0:17:23.049,0:17:26.380
within 0.05 distance of 1.
0:17:26.380,0:17:31.570
And then they check that 2x [the function f(x)] is
1.94, that is at the distance of 0.06
0:17:31.570,0:17:38.570
from 2. So, it's within 0.1 of the claimed
limit 2. So who won the game?
0:17:38.780,0:17:42.650
If the thing is within the interval then who
wins?
0:17:42.650,0:17:43.320
KM: The prover.
0:17:43.320,0:17:46.720
Vipul: The prover wins, right? So, the prover
won the game so therefore
0:17:46.720,0:17:52.100
this limit statement is true, right? So, what's
wrong with this as a
0:17:52.100,0:17:57.370
proof that the limit statement is true? How
is this not a proof that
0:17:57.370,0:18:03.870
the limit statement is true? This what I've
written here, why is that
0:18:03.870,0:18:05.990
not a proof that the limit statement is true?
0:18:05.990,0:18:11.960
KM: Because it's only an example for the
specific choice of epsilon and x.
0:18:11.960,0:18:16.200
Vipul: Yes, exactly. So, it's like a single
play of the game, the
0:18:16.200,0:18:20.470
prover wins, but the limit statement doesn't
just say that the prover
0:18:20.470,0:18:24.380
wins the game, it says the prover has a winning
strategy. It says that
0:18:24.380,0:18:27.660
the prover can win the game regardless of
how the skeptic plays;
0:18:27.660,0:18:31.070
there's a way for the prover to do that.
This just gives one example
0:18:31.070,0:18:34.640
where the prover won the game, but it doesn't
tell us that regardless
0:18:34.640,0:18:37.280
of the epsilon the skeptic picks the prover
can pick a delta such that
0:18:37.280,0:18:41.090
regardless of the x the skeptic picks, the
function is within the
0:18:41.090,0:18:45.530
thing. So that's the issue here. Okay?
0:18:45.530,0:18:51.160
Now you notice -- I'm sure you've noticed
this but the way the game and the
0:18:51.160,0:18:58.160
limit definition. The way the limit definition
goes, you see that all
0:18:59.870,0:19:04.260
the moves of the skeptic we write "for every"
"for all." Right? And
0:19:04.260,0:19:07.390
for all the moves of the prover we write
"there exists." Why do we do
0:19:07.390,0:19:11.140
that? Because we are trying to get a winning
strategy for the prover,
0:19:11.140,0:19:14.309
so the prover controls his own moves. Okay?
0:19:14.309,0:19:15.250
KM: Exactly.
0:19:15.250,0:19:18.630
Vipul: So, therefore wherever it's a prover
move it will be a there
0:19:18.630,0:19:22.240
exists. Where there is a skeptic's move
the prover has to be prepared
0:19:22.240,0:19:29.240
for anything the skeptic does. All those moves
are "for every."
0:19:30.559,0:19:33.850
One last one. By the way, this one was called,
"You say you want a
0:19:33.850,0:19:36.870
replay?" Which is basically they're just
saying that just one play is
0:19:36.870,0:19:40.890
not good enough. If the statement is actually
true, the prover should
0:19:40.890,0:19:45.370
be willing to accept it if the skeptic wants a
replay and say they want to
0:19:45.370,0:19:47.679
play it again, the prover should say "sure"
and "I'm going to win
0:19:47.679,0:19:53.320
again." That's what it would mean for
the limit statement to be true.
0:19:53.320,0:20:00.320
One last one. Just kind of pretty similar
to the one we just saw. But with
0:20:16.690,0:20:23.690
a little twist.
0:20:39.020,0:20:46.020
Okay, this one, let's see. We are saying
that the limit as x
0:20:50.450,0:20:56.900
approaches zero of sin(1/x) is zero, right?
Let's see how we prove
0:20:56.900,0:21:01.409
this. If the statement true ... well, do you
think the statement is
0:21:01.409,0:21:08.409
true? As x approach to zero, is sin 1 over
x approaching zero? So
0:21:13.980,0:21:20.980
here's the picture of sin(1/x). y-axis.
It's an oscillatory function
0:21:22.010,0:21:27.870
and it has this kind of picture. Does it doesn't
go to zero as x
0:21:27.870,0:21:29.270
approaches zero?
0:21:29.270,0:21:30.669
KM: No.
0:21:30.669,0:21:35.539
Vipul: No. So, you said that this statement
is false, but I'm going to
0:21:35.539,0:21:38.700
try to show it's true. Here's how I do
that. Let's say the skeptic
0:21:38.700,0:21:44.510
picks epsilon as two, okay? And then the prover
... so, the epsilon is
0:21:44.510,0:21:48.520
two so that's the interval of width two
about the game limit zero. The
0:21:48.520,0:21:55.150
prover picks delta as 1/pi. Whatever x the
skeptic picks, okay?
0:21:55.150,0:22:02.150
Regardless of the x that the
skeptic picks, the function is trapped
within epsilon of the game limit. Is that
0:22:10.340,0:22:16.900
true? Yes, because sin
(1/x) is between minus 1 and 1, right? Therefore
0:22:16.900,0:22:20.100
since the skeptic
picked an epsilon of 2, the function value
0:22:20.100,0:22:24.030
is completely trapped in
the interval from -1 to 1, so therefore the
0:22:24.030,0:22:27.919
prover managed to trap it
within distance of 2 of the claimed limit zero.
0:22:27.919,0:22:30.970
Okay? Regardless of what
the skeptic does, right? It's not just saying
0:22:30.970,0:22:34.370
that the prover won the
game once, it's saying whatever x the skeptic
0:22:34.370,0:22:40.740
picks the prover can
still win the game. Right? Regardless if the
0:22:40.740,0:22:43.780
x the skeptic picks, the
prover picked a delta such that the function
0:22:43.780,0:22:48.100
is trapped. It's
completely trapped, okay? It's not an issue
0:22:48.100,0:22:51.130
of whether the skeptic
picked a stupid x. Do you think that this
0:22:51.130,0:22:52.130
proves the statement?
0:22:52.130,0:22:59.130
KM: No, I mean in this case it still depended
on the epsilon that the
0:23:01.030,0:23:01.820
skeptic chose.
0:23:01.820,0:23:04.980
Vipul: It's still dependent on the epsilon
that the skeptic chose? So,
0:23:04.980,0:23:05.679
yes, that's exactly the problem.
0:23:05.679,0:23:09.370
So, we proved that the statement -- we prove
that from this part onward
0:23:09.370,0:23:12.500
but it still, we didn't prove it for all
epsilon, we only prove for
0:23:12.500,0:23:16.309
epsilon is 2, and 2 is a very big number,
right? Because the
0:23:16.309,0:23:19.970
oscillation is all happening between minus
1 and 1, and if in fact the
0:23:19.970,0:23:26.970
skeptic had pick epsilon as 1 or something
smaller than 1 then the two
0:23:27.030,0:23:32.169
epsilon strip width would not cover the entire
-1, +1
0:23:32.169,0:23:35.490
interval, and then whatever the prover did
the skeptic could actually
0:23:35.490,0:23:39.530
pick an x and show that it's not trapped.
So, in fact the reason why
0:23:39.530,0:23:43.110
the prover could win the game from this point
onward is that the
0:23:43.110,0:23:45.900
skeptic made a stupid choice of epsilon.
Okay?
0:23:45.900,0:23:52.289
In all these situation, all these misconceptions,
the main problem is,
0:23:52.289,0:23:58.919
that we're not ... keeping in mind the order
which the moves I made
0:23:58.919,0:24:04.179
and how much information each claim has at
the stage where that move
0:24:04.179,0:24:04.789
is being made.
Conceptual definition and various cases
Formulation of conceptual definition
{{#widget:YouTube|id=bE_aKfmUHN8}}
Full timed transcript: [SHOW MORE]
0:00:15.570,0:00:19.570
Vipul: Ok, so in this talk I'm going to
do the conceptual definition
0:00:19.570,0:00:26.320
of limit, which is important for a number
of reasons. The main reason
0:00:26.320,0:00:31.349
is it allows you to construct definitions
of limit, not just for this
0:00:31.349,0:00:34.430
one variable, function of one variable, two
sided limit which you have
0:00:34.430,0:00:38.930
hopefully seen before you saw this video.
Also for a number of other
0:00:38.930,0:00:43.210
limit cases which will include limits to infinity,
functions of two
0:00:43.210,0:00:47.789
variables, etc. So this is a general blueprint
for thinking about
0:00:47.789,0:00:54.789
limits. So let me put this definition here
in front for this. As I am
0:00:54.890,0:00:59.289
going, I will write things in more general.
So the starting thing is...
0:00:59.289,0:01:03.899
first of all f should be defined around the
point c, need not be
0:01:03.899,0:01:08.810
defined at c, but should be defined everywhere
around c. I won't write
0:01:08.810,0:01:11.750
that down, I don't want to complicate things
too much. So we start
0:01:11.750,0:01:18.750
with saying for every epsilon greater than
zero. Why are we picking
0:01:19.920,0:01:21.689
this epsilon greater than zero?
0:01:21.689,0:01:22.790
Rui: Why?
0:01:22.790,0:01:26.070
Vipul: What is the goal of this epsilon? Where
will it finally appear?
0:01:26.070,0:01:28.520
It will finally appear here. Is this captured?
0:01:28.520,0:01:29.520
Rui: Yes.
0:01:29.520,0:01:32.920
Vipul: Which means what we actually are picking
when we...if you've
0:01:32.920,0:01:37.720
seen the limit as a game video or you know
how to make a limit as a
0:01:37.720,0:01:41.700
game. This first thing has been chosen by
the skeptic, right, and the
0:01:41.700,0:01:45.840
skeptic is trying to challenge the prover
into trapping f(x) within L - epsilon to
0:01:45.840,0:01:50.210
L + epsilon. Even if you haven't
seen that [the game], the main focus of
0:01:50.210,0:01:55.570
picking epsilon is to pick this interval surrounding
L. So instead of
0:01:55.570,0:02:02.570
saying, for every epsilon greater than zero,
let's say for every
0:02:04.259,0:02:11.259
choice of neighborhood of L. So what I mean
by that, I have not
0:02:19.650,0:02:23.760
clearly defined it so this is a definition
which is not really a
0:02:23.760,0:02:28.139
definition, sort of the blueprint for definitions.
It is what you fill
0:02:28.139,0:02:31.570
in the details [of] and get a correct definition.
So by neighborhood,
0:02:31.570,0:02:36.180
I mean, in this case, I would mean something
like (L - epsilon, L +
0:02:36.180,0:02:43.180
epsilon). It is an open interval surrounding
L. Ok, this one. The
0:02:44.590,0:02:47.160
conceptual definition starts for every choice
of neighborhood of
0:02:47.160,0:02:54.160
L. The domain neighborhood, I haven't really
defined, but that is the
0:02:58.359,0:03:05.359
point, it is the general conceptual definition.
There exists...what
0:03:09.810,0:03:11.530
should come next? [ANSWER!]
0:03:11.530,0:03:16.530
Rui: A delta?
Vipul: That is what the concrete definition
0:03:16.530,0:03:18.530
says, but what would the
conceptual thing say?
0:03:18.530,0:03:21.680
Rui: A neighborhood.
Vipul: Of what? [ANSWER!]
0:03:21.680,0:03:28.680
Rui: Of c.
Vipul: Of c, of the domain. The goal of picking
0:03:34.639,0:03:37.970
delta is to find a
neighborhood of c. Points to the immediate
0:03:37.970,0:03:44.919
left and immediate
right of c. There exists a choice of neighborhood
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of c such that, by
the way I sometimes abbreviate, such that,
0:03:59.850,0:04:06.109
as s.t., okay, don't get
confused by that. Okay, what next? Let's
0:04:06.109,0:04:12.309
bring out the thing. The next
thing is for all x with |x - c| less than
0:04:12.309,0:04:19.309
... all x in the neighborhood
except the point c itself. So what should
0:04:20.040,0:04:27.040
come here? For all x in the
neighborhood of c, I put x not equal to c.
0:04:36.570,0:04:37.160
Is that clear?
0:04:37.160,0:04:37.520
Rui: Yes.
0:04:37.520,0:04:44.520
Vipul: x not equal to c in the neighborhood
chosen for c. The reason
0:04:49.310,0:04:53.360
we're excluding the point c that we take the
limit at the point and we
0:04:53.360,0:04:55.770
just care about stuff around, we don't care
about what is happening at
0:04:55.770,0:05:02.770
the point. For c...this chosen neighborhood...I
am writing the black
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for choices that the skeptic makes and the
red for the choices the
0:05:14.440,0:05:16.490
prover makes, actually that's reverse of what
I did in the other
0:05:16.490,0:05:21.320
video, but that's ok. They can change colors.
If you have seen that
0:05:21.320,0:05:24.710
limit game thing, this color pattern just
[means] ... the black
0:05:24.710,0:05:28.400
matches with the skeptic choices and the red
matches what the prover
0:05:28.400,0:05:32.710
chooses. If you haven't seen that, it is
not an issue. Just imagine
0:05:32.710,0:05:35.820
it's a single color.
0:05:35.820,0:05:40.820
What happens next? What do we need to check
in order to say this limit
0:05:40.820,0:05:42.950
is L? So f(x) should be where?
0:05:42.950,0:05:44.980
Rui: In the neighborhood of L.
0:05:44.980,0:05:48.060
Vipul: Yeah. In the concrete definition we
said f(x) minus L is less
0:05:48.060,0:05:51.440
than epsilon. Right, but that is just stating
that f(x) is in the
0:05:51.440,0:05:58.440
chosen neighborhood. So f(x) is in the chosen
neighborhood of...Now
0:06:08.470,0:06:15.470
that we have this blueprint for the definition.
This is a blueprint
0:06:25.660,0:06:32.660
for the definition. We'll write it in blue.
What I mean is, now if I
0:06:34.930,0:06:40.700
ask you to define a limit, in a slightly different
context; you just
0:06:40.700,0:06:46.280
have to figure out in order to make this rigorous
definition. What
0:06:46.280,0:06:49.240
word do you need to understand the meaning
of? [ANSWER!]
0:06:49.240,0:06:53.780
Rui: Neighborhood.
Vipul: Neighborhood, right. That's the magic
0:06:53.780,0:06:59.810
word behind which I am
hiding the details. If you can understand
0:06:59.810,0:07:06.280
what I mean by neighborhood
then you can turn this into a concrete definition.
Functions of one variable case
This covers limits at and to infinity.
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Limit of sequence versus real-sense limit
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Full timed transcript: [SHOW MORE]
0:00:15.530,0:00:22.530
Vipul: Okay. So this talk is going to be about
limit at infinity for functions on real numbers
0:00:24.300,0:00:28.980
and the concept of limits of sequences, how
these definitions are essentially almost the
0:00:28.980,0:00:34.790
same thing and how they differ.
0:00:34.790,0:00:41.790
Okay. So let's begin by reviewing the definition
of the limit as x approaches infinity of f(x).
0:00:42.360,0:00:47.390
Or rather what it means for that limit to
be a number L. Well, what it means is that
0:00:47.390,0:00:52.699
for every epsilon greater than zero, so we
first say for every neighborhood of L, small
0:00:52.699,0:00:59.429
neighborhood of L, given by radius epsilon
there exists a neighborhood of infinity which
0:00:59.429,0:01:03.010
is specified by choosing some a such that
that is
0:01:03.010,0:01:08.670
the interval (a,infinity) ...
0:01:08.670,0:01:15.220
... such that for all x in the interval from
a to infinity. That is for all x within the
0:01:15.220,0:01:20.430
chosen neighborhood of infinity, the f(x)
value is within the chosen neighborhood of
0:01:20.430,0:01:23.390
L. Okay?
0:01:23.390,0:01:28.049
If you want to think about it in terms of
the game between the prover and the skeptic,
0:01:28.049,0:01:34.560
the prover is claiming that the limit as x
approaches infinity of f(x) is L. The skeptic
0:01:34.560,0:01:38.930
begins by picking a neighborhood of L which
is parameterized by its radius epsilon. The
0:01:38.930,0:01:41.619
prover picks the
neighborhood of infinity which is parameterized
0:01:41.619,0:01:48.350
by its lower end a. Then the skeptic picks
a value x between a and infinity. Then they
0:01:48.350,0:01:51.990
check whether absolute value f(x) minus L
[symbolically: |f(x) - L|] is less than epsilon.
0:01:51.990,0:01:56.090
That is they check whether f(x) is in the
chosen neighborhood of L (the neighborhood
0:01:56.090,0:02:00.640
chosen by the skeptic). If it is,
then the prover wins. The prover has managed
0:02:00.640,0:02:05.810
to trap the function: for x large enough,
the prover has managed to trap the function
0:02:05.810,0:02:12.810
within epsilon distance of L. If not, then
the skeptic wins. The statement is true if
0:02:13.610,0:02:18.680
the prover has a winning the strategy for
the game.
0:02:18.680,0:02:21.730
Now, there is a similar definition which one
has for sequences. So, what's a sequence?
0:02:21.730,0:02:26.349
Well, it's just a function from the natural
numbers. And, here, we're talking of sequences
0:02:26.349,0:02:31.610
of real numbers. So, it's a function from
the naturals to the reals and we use the same
0:02:31.610,0:02:37.400
letter f for a good reason. Usually we write
sequences with subscripts, a_n type of thing.
0:02:37.400,0:02:42.409
But I'm using it as a function just to highlight
the similarities. So, limit as n approaches
0:02:42.409,0:02:47.519
infinity, n restricted to the natural numbers
... Usually if it's clear we're talking of
0:02:47.519,0:02:52.830
a sequence, we can remove this part [pointing
to the n in N constraint specification] just
0:02:52.830,0:02:54.980
say limit n approaches infinity f(n),
but since we want to be really clear here,
0:02:54.980,0:02:57.220
I have put this line. Okay?
0:02:57.220,0:03:02.709
So, this limit equals L means "for every epsilon
greater than 0 ..." So, it starts in the same
0:03:02.709,0:03:09.170
way. The skeptic picks a neighborhood of L.
Then the next line is a little different but
0:03:09.170,0:03:16.170
that's not really the crucial part. The skeptic
is choosing epsilon. The prover picks n_0,
0:03:18.799,0:03:22.830
a natural number. Now, here the prover is
picking a real number. Here the prover is
0:03:22.830,0:03:26.700
picking a natural number. That's not really
the big issue. You could in fact change this
0:03:26.700,0:03:33.659
line to match. You could interchange these
lines. It wouldn't affect either definition.
0:03:33.659,0:03:40.599
The next line is the really important one
which is different. In here [pointing to real-sense
0:03:40.599,0:03:47.430
limit], the condition has to be valid for
all x, for all real numbers x which are bigger
0:03:47.430,0:03:51.900
than the threshold which the prover has chosen.
Here on the other hand [pointing to the sequence
0:03:51.900,0:03:56.970
limit] the condition has to be valid for all
natural numbers which are bigger than the
0:03:56.970,0:04:00.659
threshold the prover has chosen. By the way,
some of you may have seen the definition with
0:04:00.659,0:04:07.659
an equality sign here. It doesn't make a difference
to the definition. It does affect what n_0
0:04:09.010,0:04:12.019
you can choose, it will go up or down by one,
but that's not
0:04:12.019,0:04:17.310
really a big issue. The big issue, the big
difference between these two definitions is
0:04:17.310,0:04:23.050
that in this definition you are insisting
that the condition here is valid for all real
0:04:23.050,0:04:30.050
x. So, you are insisting or rather the game
is forcing the prover to figure out how to
0:04:31.650,0:04:36.940
trap the function values for all real x. Whereas
here, the game is only requiring the prover
0:04:36.940,0:04:39.639
to trap the function values for all large
enough
0:04:39.639,0:04:42.880
natural numbers. So, here [real-sense limit]
it's all large enough real numbers. Here [sequence
0:04:42.880,0:04:49.250
limit] it's all large enough natural numbers.
Okay?
0:04:49.250,0:04:56.250
So, that's the only difference essentially.
Now, you can see from the way we have written
0:04:57.050,0:04:59.900
this that this [real-sense limit] is much
stronger. So, if you do have a function which
0:04:59.900,0:05:06.880
is defined on real so that both of these concepts
can be discussed. If it were just a sequence
0:05:06.880,0:05:10.080
and there were no function to talk about then
obviously, we can't even talk about this.
0:05:10.080,0:05:16.860
If there's a function defined on the reals
or on all large enough reals, then we can
0:05:16.860,0:05:21.470
try taking both of these. The existence of
this [pointing at the real-sense limit] and
0:05:21.470,0:05:24.580
[said "or", meant "and"] it's being equal
to L as much stronger than this [the sequence
0:05:24.580,0:05:27.250
limit] equal to L. If this is equal to L then
definitely this [the sequence limit] is equal
0:05:27.250,0:05:29.330
to L. Okay?
0:05:29.330,0:05:32.080
But maybe there are situations where this
[the sequence limit] is equal to some number
0:05:32.080,0:05:38.240
but this thing [the real-sense limit] doesn't
exist. So, I want to take one example here.
0:05:38.240,0:05:45.240
I have written down an example and we can
talk a bit about that is this. So, here is
0:05:45.509,0:05:52.509
a function. f(x) = sin(pi x). This is sin
(pi x) and the corresponding
0:05:55.630,0:06:00.530
function if you just restrict [it] to the
natural numbers is just sin (pi n). Now, what
0:06:00.530,0:06:06.759
does sin (pi n) look like for a natural number
n? In fact for any integer n? pi times
0:06:06.759,0:06:13.759
n is an integer multiple of pi. sin of integer
multiples of pi is zero. Let's make a picture
0:06:18.370,0:06:25.370
of sin ...
0:06:27.289,0:06:33.360
It's oscillating. Right? Integer multiples
of pi are precisely the ones where it's meeting
0:06:33.360,0:06:40.330
the axis. So, in fact we are concerned about
the positive one because we are talking of
0:06:40.330,0:06:45.840
the sequence (natural number [inputs]). Okay?
And so, if you are looking at this sequence,
0:06:45.840,0:06:51.090
all the terms here are zero. So, the limit
is also zero. So, this limit [the sequence
0:06:51.090,0:06:53.030
limit] is zero.
0:06:53.030,0:07:00.030
Okay. What about this limit? Well, we have
the picture again. Is it going anywhere? No.
0:07:05.349,0:07:07.650
It's oscillating between minus one and one
[symbolically: oscillating in [-1,1]]. It's
0:07:07.650,0:07:11.669
not settling down to any number. It's not...
You cannot trap it near any particular number
0:07:11.669,0:07:17.280
because it's all over the map between minus
one and one. For the same reason that sin(1/x)
0:07:17.280,0:07:22.840
doesn't approach anything as x approaches
zero, the same reason sin x or sin(pi x) doesn't
0:07:22.840,0:07:29.840
approach anything as x approaches infinity.
So, the limit for the real thing, this does
0:07:31.099,0:07:37.539
not exist. So, this gives an example where
the real thing [the real-sense limit] doesn't
0:07:37.539,0:07:44.539
exist and the sequence thing [sequence limit]
does exist and so here is the overall summary.
0:07:44.690,0:07:46.979
If the real sense limit,
that is this one [pointing to definition of
0:07:46.979,0:07:51.039
real sense limit] exists, [then] the sequence
limit also exists and they're both equal.
0:07:51.039,0:07:54.419
On the other hand, you can have a situation
with the real sense limit, the limit for the
0:07:54.419,0:08:00.819
function of reals doesn't exist but the sequence
limit still exists like this set up. Right?
0:08:00.819,0:08:05.569
Now, there is a little caveat that I want
to add. If the real sense limit doesn't exist
0:08:05.569,0:08:11.069
as a finite number but it's say plus infinity
then the sequence limit also has to be plus
0:08:11.069,0:08:16.150
infinity. If the real sense limit is minus
infinity, then the sequence limit also has
0:08:16.150,0:08:20.330
to be minus infinity. So, this type of situation,
where the real sense limit doesn't exist but
0:08:20.330,0:08:26.840
the sequence exists, well, will happen in
kind of oscillatory type of situations. Where
0:08:26.840,0:08:31.409
the real sense you have an oscillating thing
and in the sequence thing on the other hand
0:08:31.409,0:08:36.330
you somehow manage to pick a bunch of points
where that oscillation doesn't create a problem.
0:08:36.330,0:08:36.789
Okay?
0:08:36.789,0:08:43.630
Now, why is this important? Well, it's important
because in a lot of cases when you have to
0:08:43.630,0:08:50.630
calculate limits of sequences, you just calculate
them by doing, essentially, just calculating
0:08:53.230,0:09:00.230
the limits of the function defining the sequence
as a limit of a real valued function. Okay?
0:09:00.230,0:09:03.460
So, for instance if I ask you what is limit
...
0:09:03.460,0:09:10.460
Okay. I'll ask you what is limit [as] n approaches
infinity of n^2(n + 1)/(n^3 + 1) or something
0:09:15.200,0:09:22.200
like that. Right? Some rational function.
You just do this calculation as if you were
0:09:25.430,0:09:29.720
just doing a limit of a real function, function
of real numbers, right? The answer you get
0:09:29.720,0:09:33.060
will be the correct one. If it's a finite
number it will be the same finite number.
0:09:33.060,0:09:37.850
In this case it will just be one. But any
rational function, if the answer is finite,
0:09:37.850,0:09:44.070
same answer for the sequence. If it is plus
infinity, same answer for the sequence. If
0:09:44.070,0:09:46.250
it is minus infinity, same answer as for the
sequence.
0:09:46.250,0:09:53.250
However, if the answer you get for the real-sense
limit is oscillatory type of non existence,
0:09:54.660,0:09:59.410
then that's inconclusive as far as the sequence
is concerned. You actually have to think about
0:09:59.410,0:10:05.520
the sequence case and figure out for yourself
what happens to the limit. Okay? If might
0:10:05.520,0:10:07.230
in
fact be the case that the sequence limit actually
0:10:07.230,0:10:11.380
does exist even though the real sense [limit]
is oscillatory. Okay.
Real-valued functions of multiple variables case
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