(Note: the starting point of the summation does not matter for the theorem).
0:00:16.670,0:00:20.240
Vipul: Okay, so this talk is going to be about
the Riemann Series Rearrangement Theorem.
0:00:20.240,0:00:24.700
Some people just call it the Riemann Series
Theorem and it's about certain kinds of series.
0:00:24.700,0:00:30.180
Series is something like this: You have summation
k equals 1 to infinity a sub k [symbolically:
0:00:30.180,0:00:34.650
a_k]. So infinite sum, how is the sum defined?
0:00:34.650,0:00:39.230
Rui: The sum is defined as the sum of all
the terms.
0:00:39.230,0:00:43.290
Vipul: Yes, but it is defined as the limit
of something, right, limit of what?
0:00:43.290,0:00:44.809
Rui: I'm not sure.
0:00:44.809,0:00:49.400
Vipul: Well, it's defined as... if you want
to add up infinitely many terms, you cannot
0:00:49.400,0:00:56.400
add them all at once. So you add up the first,
let's write this down. You have a series a_1
0:01:01.510,0:01:08.510
+ a_2 + a_3 + ... there's the nth term. How
would you add this up? How do you find this
0:01:11.750,0:01:15.570
infinite
sum? What would you compute? Well you'd say,
0:01:15.570,0:01:22.570
first we do a_1 then you add a_1 + a_2, then
you do a_1 + a_2 + a_3 right? Then take the
0:01:34.939,0:01:41.310
limit of these things. So what is it? It's
the limit as n goes to infinity of what?
0:01:41.310,0:01:46.619
Rui: The sum of a_k, k going from 1 to n.
0:01:46.619,0:01:51.369
Vipul: Yes, exactly what I was saying. These
sums are called the... these things whose
0:01:51.369,0:01:57.450
limit you're taking are called the what? They
are called the *partial sums*, okay?
0:01:57.450,0:01:59.170
Rui: Okay.
0:01:59.170,0:02:06.170
Vipul: So, in particular, it matters like
in what order you write them. Like this series
0:02:09.560,0:02:15.280
that you're taking a_1 then a_1 + a_2 then
a_1 + a_2 + a_3 and so on and we'll see why
0:02:15.280,0:02:19.490
that is significant. But this is the former
definition. If this limit exists then that's
0:02:19.490,0:02:24.670
the series sum. If the limit doesn't exist
then the series cannot be summed. By the way,
0:02:24.670,0:02:31.670
if you just have a series and I say the sum
exists, than you say that the series *converges*.
0:02:32.180,0:02:35.400
That's terminology which we are hopefully
familiar with.
0:02:35.400,0:02:38.629
Now the series is called *conditionally convergent*
0:02:38.629,0:02:45.629
if it converges but another series which is just
the absolute values of the terms does not
0:02:47.340,0:02:54.340
converge. If the absolute values series converged,
it would be called *absolutely convergent*.
0:02:54.930,0:03:00.569
Conditionally convergent means convergent
but not absolutely convergent. Okay?
0:03:00.569,0:03:07.569
Let me just write down an example, I won't
explain fully why that's so [i.e., I'll skip
0:03:11.140,0:03:15.409
the details] because that may be a little
difficult for some people to understand but
0:03:15.409,0:03:22.409
here is one example of the series that is
conditionally convergent but not absolutely
0:03:22.980,0:03:26.329
convergent. I mean it is convergent but not
absolutely convergent therefore it's
0:03:26.329,0:03:27.079
conditionally convergent.
0:03:27.079,0:03:28.090
[Example series 1 - (1/2) + (1/3) - ...]
0:03:28.090,0:03:31.980
This series is convergent by a result called
the alternating
0:03:31.980,0:03:38.769
series theorem which we have a separate video
on. Basically, the terms are going to zero,
0:03:38.769,0:03:44.540
decreasing in magnitude, and alternating in
sign. If that happens, the series converges,
0:03:44.540,0:03:49.739
okay? It is not absolutely convergent. Why?
Well, what are the absolute values of the
0:03:49.739,0:03:52.129
terms?
What's the series of absolute values of the
0:03:52.129,0:03:52.819
terms?
0:03:52.819,0:03:57.680
Rui: Change all negative signs to positive.
0:03:57.680,0:04:04.680
Vipul: So this series does not converge. You
can see it in many ways. You can see it using
0:04:05.969,0:04:11.090
the integral test; the corresponding integral
does not converge. If you are already familiar
0:04:11.090,0:04:14.760
with the degree difference test, which basically
again follows from the integral test, this
0:04:14.760,0:04:21.760
is like summation of this rational function
and this rational function summation 1 over
0:04:22.570,0:04:27.750
k, here the degree difference
is 1 and if the degree difference is 1 the
0:04:27.750,0:04:33.380
absolute value summation does not converge.
You do have examples of series that are convergent
0:04:33.380,0:04:38.870
but not absolutely convergent. This definition
does get satisfied at least for something.
0:04:38.870,0:04:44.020
Can you tell me what this converges to? The
information I have given you doesn't tell
0:04:44.020,0:04:51.020
you. Do you happen to know what this converges
to? No? Well, it converges to natural log
0:04:51.280,0:04:56.940
of 2 [ln 2 ~ 0.7]. That's not obvious at all.
It follows from some stuff with power series
0:04:56.940,0:05:01.750
which you might see at a later stage. But
it's not important what it converges to. Point
0:05:01.750,0:05:07.430
is it's conditionally convergent. So, here's
the theorem. Actually, it is part 4 that's
0:05:07.430,0:05:14.430
the real theorem, part 1, 2, 3, you can think
of as preliminary things for the theorem.
0:05:14.880,0:05:19.200
Part 1 says that the terms have to go to zero.
That actually follows from it converging.
0:05:19.200,0:05:23.970
If a series converges, the terms have to go
to zero. Do
0:05:23.970,0:05:30.970
you see why? Well, if the sum is some finite
real number, right, here's a series, and the
0:05:32.570,0:05:39.570
sum of the series is L, then the partial sums...
remember, L is the limit of what? Limit as
0:05:46.430,0:05:48.580
n approaches to infinity of what?
0:05:48.580,0:05:50.330
Rui: Partial sum?
0:05:50.330,0:05:57.330
Vipul: Yes. [sum of k^{th} terms], k equals
1 to n, okay? That's good. Now, suppose the
0:06:00.100,0:06:04.740
limit is L which means that eventually, all
the partial sums will be trapped in a small
0:06:04.740,0:06:11.740
neighborhood of L. Right? So if this neighborhood
is of radius epsilon, then all the partial
0:06:11.960,0:06:18.310
sums are within here. How big can the terms
be? What's the maximum size any term can have?
0:06:18.310,0:06:24.220
Like eventually, all the terms will have size
at most, what?
0:06:24.220,0:06:25.340
Rui: epsilon.
0:06:25.340,0:06:29.590
Vipul: Not epsilon. It could go from here
to here and from here to here.
0:06:29.590,0:06:30.450
Rui: Zero.
0:06:30.450,0:06:37.450
Vipul: Well, zero when you take epsilon approaching
zero. But right now, if all the partial sums
0:06:41.250,0:06:45.960
are here in this ball, then what can you say?
The difference between any two things in this
0:06:45.960,0:06:47.340
ball is at most what?
0:06:47.340,0:06:48.680
Rui: Two epsilon [i.e., twice epsilon].
0:06:48.680,0:06:53.990
Vipul: Two epsilon. And any term is the difference
between one partial sum and the next, right?
0:06:53.990,0:07:00.990
So a_1 + a_2 + ... + a_{n-1} and the next
partial sum is a_1 + a_2 + ... + a_{n-1} + a_n.
0:07:02.810,0:07:09.810
You've added a_n,right? If this partial
sum is in the ball, in this interval, and
0:07:10.560,0:07:14.410
if this partial sum is alos in the interval,
then that means the difference a_n has to
0:07:14.410,0:07:18.870
have size less than 2 epsilon. Eventually,
all
0:07:18.870,0:07:25.870
the terms become at most 2 epsilon and therefore
as epsilon goes to zero the terms have to
0:07:26.380,0:07:30.600
go to zero. That's the rough idea and that
doesn't require conditional convergence. That's
0:07:30.600,0:07:33.810
just a fact about convergent series.
0:07:33.810,0:07:36.990
The next two things that are interesting,
it says that if you just look at the positive
0:07:36.990,0:07:43.990
terms, then that sub-series diverges. If you
just look at the negative terms then that
0:07:44.250,0:07:48.000
subseries diverges. Which means the positive
terms add up to infinity and the negative
0:07:48.000,0:07:50.080
terms add up to?
0:07:50.080,0:07:52.340
Rui: Negative infinity.
0:07:52.340,0:07:59.340
Vipul: Negative infinity. Why should that
be true? Suppose the positive terms actually
0:08:01.880,0:08:08.880
added up to something [finite] like... and
here's the series a_1 + a_2 and let's say
0:08:11.400,0:08:18.400
the sum is 4, okay. Suppose the positive terms
add [up] to 13, okay? Now if the positive
0:08:25.730,0:08:29.400
term added up to something finite, the negative
terms would also add up to something finite.
0:08:29.400,0:08:31.440
What should the negative terms add up to?
0:08:31.440,0:08:32.560
Rui: Nine.
0:08:32.560,0:08:33.680
Vipul: Negative.
0:08:33.680,0:08:35.370
Rui: Negative nine.
0:08:35.370,0:08:39.950
Vipul: Now, what should the absolute values
add up to then?
0:08:39.950,0:08:41.500
Rui: Two?
0:08:41.500,0:08:45.640
Vipul: No, the absolute value series, what
would that add up to?
0:08:45.640,0:08:48.380
Rui: Twenty one, twenty two.
0:08:48.380,0:08:52.769
Vipul: Why did you say twenty one first?
0:08:52.769,0:08:55.459
Rui: I have no idea.
0:08:55.459,0:08:59.879
Vipul: Okay. Twenty two, right? What I'm basically
saying is if the positive terms converge and
0:08:59.879,0:09:04.220
the negative terms are also forced to converge,
then the sum of the absolute thing of these
0:09:04.220,0:09:07.269
will be the epsilon and that will converge
and that contradicts our assumption that it's
0:09:07.269,0:09:10.300
not absolutely convergent. Similarly, if the
negative terms
0:09:10.300,0:09:14.189
converged, the positive terms also converge
and then the absolute value will also have
0:09:14.189,0:09:17.759
to converge. Therefore, neither the positive
nor the negative things can converge. The
0:09:17.759,0:09:21.670
positive ones have to diverge and the negative
ones have to diverge. Okay. That's not the
0:09:21.670,0:09:25.220
full formal proof. Just the idea. We will
have to prove various things to
0:09:25.220,0:09:26.120
establish it formally.
0:09:26.120,0:09:31.250
So we're here so far: the terms go to zero,
the positive terms subseries diverges, the
0:09:31.250,0:09:34.199
negative terms subseries diverges, okay?
0:09:34.199,0:09:35.829
Rui: Okay.
0:09:35.829,0:09:42.389
Vipul: Now we come to a really remarkable
fact which is this. Suppose I pick two numbers
0:09:42.389,0:09:46.209
where they're not only numbers, they're allowed
to be minus infinity and infinity. What does
0:09:46.209,0:09:49.740
this notation [referring to [-infinity,infinity]]
mean? It's like all reals, but I'm including
0:09:49.740,0:09:52.579
minus infinity and infinity, okay?
0:09:52.579,0:09:53.550
Rui: Okay.
0:09:53.550,0:09:59.430
Vipul: Suppose I take two things in here.
Again, this one is less than equal to other
0:09:59.430,0:10:02.639
and you know how you compare minus infinity
with ordinary numbers, with each other and
0:10:02.639,0:10:07.740
with infinity. You have two things and they
could be equal but L is less than equal to
0:10:07.740,0:10:12.529
U. So L is
lower and U is upper. Then, there's a rearrangement
0:10:12.529,0:10:17.810
of the a_k's, so you can rearrange, you can
permute the a_k such that with this rearranged
0:10:17.810,0:10:23.249
series, the partial sums have lim inf equals
L and lim sup equals U. So you're wondering
0:10:23.249,0:10:28.480
in lim inf and lim sup are, right?
0:10:28.480,0:10:35.480
Basically, here's your series, summation of,
let's call it b_k now. The partial sum, let's
0:10:54.100,0:11:01.100
define S_n is summation k=1 to
n of b_k. Ordinarily, when you just take what
is the infinite sum, you just take limit and
0:11:10.290,0:11:17.290
approach it to infinity S_n, this is the sum
of the series, right? Now I could also define
0:11:19.459,0:11:26.459
this thing, lim inf as n approaches infinity
S_n. What this is doing is, for every n, what
0:11:31.040,0:11:34.790
it
really is, it is limit as n approaches infinity
0:11:34.790,0:11:41.790
inf of m >= n of
S_m. For every n, it's looking at the glb
0:11:48.589,0:11:55.589
of sums, all the partial sums beyond that.
Then, it's making n approach infinity. What
0:12:00.259,0:12:05.540
that essentially is doing is, imagine this
that you are here, the corresponding list
0:12:05.540,0:12:10.779
of partial sums is: you start with zero then
you add b_1 [said *a_1* incorrectly] then
0:12:10.779,0:12:15.059
you add b_2 [said *a_2* incorrectly] then
you add b_3 [said *a_3* incorrectly] which
0:12:15.059,0:12:16.689
maybe
negative, some of them could be negative,
0:12:16.689,0:12:21.199
some of them could be positive. Then you add
b_4 [said *a_4* incorrectly] so you keep on
0:12:21.199,0:12:28.199
hopping along the number line right? These
points are the partial sums.
0:12:29.499,0:12:36.499
The lim inf of these is sort of saying...
Suppose these partial sums didn't converge?
0:12:38.410,0:12:45.410
Suppose you had a situation where, no they're
sort of going like... They're keeping on oscillating
0:12:47.050,0:12:50.540
between two numbers like
that . Then you want to see the lim inf for
0:12:50.540,0:12:54.319
the smaller number and the lim sup which I
will define later, is the bigger one. The
0:12:54.319,0:13:01.319
point is the lim inf is sort of saying, it's
the smallest thing which keeps occuring. Or
0:13:03.749,0:13:10.749
near which you keep going. Among the things
which you keep sort of going near, it's the
0:13:16.360,0:13:23.360
smallest one, the left most one. Among the
things which you keep on going near. Formally,
0:13:23.430,0:13:30.430
it's just this. It is the limit as n approaches
infinity. Inf just means... is the shorthand for
0:13:33.170,0:13:40.170
the glb if you want. So it's the limit as
n approaches infinity of glb of all the partial
0:13:42.480,0:13:48.050
sums beyond n. You are taking the smallest
thing which keeps occurring up to infinity.
0:13:48.050,0:13:55.050
And similarly, if you have the lim sup, we'll
define similarly, it should be the limit as
0:13:58.740,0:14:05.740
n approaches infinity supremum [another word
for lub] of m greater than equal to n, of
0:14:07.529,0:14:14.009
S_m. Intuitively, if your summation is such
as that you have these two points and your
0:14:14.009,0:14:21.009
summation is partial sums, they are oscillating
between clustering here and clustering around
0:14:21.839,0:14:24.240
this one. Then here you have your lim inf
and here
0:14:24.240,0:14:26.930
you have your lim sup.
0:14:26.930,0:14:31.410
If your partial sums are just converging to
a single point, then that's the limit and
0:14:31.410,0:14:35.009
that's then equal to both the lim inf and
lim sup. But you could have situations where
0:14:35.009,0:14:42.009
the lim inf and lim sup are not the same.
We want to now show this thing which says
0:14:47.149,0:14:52.680
that any pair of numbers, you can arrange
the series in such a way that the lim inf
0:14:52.680,0:14:59.319
is the lower one and the lim sup is the bigger
one. The remarkable thing it's saying is that
0:14:59.319,0:15:06.319
now here, you have your series, say this series
and I've told you the sum is ln 2. What I
0:15:07.329,0:15:12.699
am saying is that... give me some other real
number?
0:15:12.699,0:15:14.309
Rui: 1, 4
0:15:14.309,0:15:20.490
Vipul: 1/4, there is a way of rearranging
this series... give me two real numbers actually.
0:15:20.490,0:15:22.399
Rui: I said 1 and 4.
0:15:22.399,0:15:28.189
Vipul: One and four? So there's a way of rearranging
this series such that the lim inf of the partial
0:15:28.189,0:15:34.970
sums is 1 and the lim sup of the partial sum
is 4. You could also pick one of the things
0:15:34.970,0:15:40.529
to be infinity and one to be negative infinity.
So you could show that there's a way of rearranging
0:15:40.529,0:15:47.220
this series so that the lim inf of the partial
sums is 5 and the lim sup of the partial sums
0:15:47.220,0:15:50.619
is infinity.
0:15:50.619,0:15:57.619
So how would you do this? How would you prove
this? We can do that in a separate video-
0:15:59.860,0:16:02.329
right? The construction.
(1) is true on account of convergence.
(2) and (3): We can show that if any one of the sums is finite, so is the other one, and both being finite would force absolute convergence.
We outline a constructive procedure to create the series. For simplicity, we will assume that none of the
s are 0. The proof can be modified somewhat to include the case of some of the
s being zero.
If we are using the sorted version of the setup, we are always picking the largest magnitude term among those left within the terms of that sign. If we are using the unsorted version, we are picking the positive (respectively, negative) terms in the same order as in the original series. However, the nature of alternation between positive and negative terms may be quite far from the original series had.