Point of local extremum: Difference between revisions
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===Point of local maximum=== | ===Point of local maximum=== | ||
A point <math>\!c</math> in the [[interior]] of the [[domain]] of a [[function]] <math>f</math> is a '''point of local maximum''' if | A point <math>\!c</math> in the [[interior]] of the [[domain]] of a [[function]] <math>f</math> is a '''point of local maximum''' if the following holds: | ||
* '''If we are dealing with a function of one variable''': There exists a value <math>\delta > 0</math> such that <math>\! f(x) \le f(c)</math> for all <math>x \in (c - \delta,c + \delta)</math> (i.e., all <math>x</math> satisfying <math>|x - c| < \delta</math>). | |||
* '''If we are dealing with a function of multiple variables''': There exists a value <math>\delta > 0</math> such that <math>\! f(x) \le f(c)</math> for all <math>x</math> satisfying the condition that the distance between <math>x</math> and <math>c</math> is less than <math>\delta</math>. | |||
* '''If we are dealing with a real-valued function on a topological space''': There exists an open subset <math>U</math> of the topological space such that <math>c \in U</math>, satisfying the condition that <math>f(x) \le f(c)</math> for all <math>x \in U</math>. | |||
The value <math>\! f(c)</math> is termed a '''local maximum value'''. | The value <math>\! f(c)</math> is termed a '''local maximum value'''. | ||
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===Point of local minimum=== | ===Point of local minimum=== | ||
A point <math>\!c</math> in the [[interior]] of the [[domain]] of a [[function]] <math>f</math> is a '''point of local | |||
A point <math>\!c</math> in the [[interior]] of the [[domain]] of a [[function]] <math>f</math> is a '''point of local minimum''' if the following holds: | |||
* '''If we are dealing with a function of one variable''': There exists a value <math>\delta > 0</math> such that <math>\! f(x) \ge f(c)</math> for all <math>x \in (c - \delta,c + \delta)</math> (i.e., all <math>x</math> satisfying <math>|x - c| < \delta</math>). | |||
* '''If we are dealing with a function of multiple variables''': There exists a value <math>\delta > 0</math> such that <math>\! f(x) \ge f(c)</math> for all <math>x</math> satisfying the condition that the distance between <math>x</math> and <math>c</math> is less than <math>\delta</math>. | |||
* '''If we are dealing with a real-valued function on a topological space''': There exists an open subset <math>U</math> of the topological space such that <math>c \in U</math>, satisfying the condition that <math>f(x) \ge f(c)</math> for all <math>x \in U</math>. | |||
The value <math>\! f(c)</math> is termed a '''local minimum value'''. | The value <math>\! f(c)</math> is termed a '''local minimum value'''. | ||
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==Variations== | ==Variations== | ||
===Variations applicable in all cases (does not require it to be a function of one variable)=== | |||
{| class="sortable" border="1" | {| class="sortable" border="1" | ||
! Variation name !! Definition | ! Variation name !! Definition for function of one variable !! General definition | ||
|- | |- | ||
| Point of strict local maximum || A point <math>\!c</math> in the [[interior]] of the [[domain]] of a [[function]] <math>f</math> is a '''point of strict local maximum''' if there exists a value <math>\delta > 0</math> such that <math>\! f(x) < f(c)</math> for all <math>x \in (c - \delta,c + \delta) \setminus \{ c \}</math> (i.e., all <math>x</math> satisfying <math>0 < |x - c| < \delta</math>). | | Point of strict local maximum || A point <math>\!c</math> in the [[interior]] of the [[domain]] of a [[function]] <math>f</math> is a '''point of strict local maximum''' if there exists a value <math>\delta > 0</math> such that <math>\! f(x) < f(c)</math> for all <math>x \in (c - \delta,c + \delta) \setminus \{ c \}</math> (i.e., all <math>x</math> satisfying <math>0 < |x - c| < \delta</math>). || A point <math>\!c</math> in the [[interior]] of the [[domain]] of a [[function]] <math>f</math> is a '''point of strict local maximum''' if there exists an open subset <math>U</math> of the domain with <math>c \in U</math>, such that <math>\! f(x) < f(c)</math> for all <math>x \in U \setminus \{ c \}</math>. | ||
|- | |- | ||
| Point of strict local minimum || A point <math>\!c</math> in the [[interior]] of the [[domain]] of a [[function]] <math>f</math> is a '''point of strict local minimum''' if there exists a value <math>\delta > 0</math> such that <math>\! f(x) > f(c)</math> for all <math>x \in (c - \delta,c + \delta) \setminus \{ c \}</math> (i.e., all <math>x</math> satisfying <math>0 < |x - c| < \delta</math>). | | Point of strict local minimum || A point <math>\!c</math> in the [[interior]] of the [[domain]] of a [[function]] <math>f</math> is a '''point of strict local minimum''' if there exists a value <math>\delta > 0</math> such that <math>\! f(x) > f(c)</math> for all <math>x \in (c - \delta,c + \delta) \setminus \{ c \}</math> (i.e., all <math>x</math> satisfying <math>0 < |x - c| < \delta</math>). || A point <math>\!c</math> in the [[interior]] of the [[domain]] of a [[function]] <math>f</math> is a '''point of strict local minimum''' if there exists an open subset <math>U</math> of the domain with <math>c \in U</math>, such that <math>\! f(x) > f(c)</math> for all <math>x \in U \setminus \{ c \}</math>. | ||
|} | |||
===Variations specific to a function of one variable=== | |||
{| class="sortable" border="1" | |||
! Variation name !! Definition for function of one variable | |||
|- | |- | ||
| Point of local maximum from the left || A point <math>\!c</math> in the [[domain]] of a [[function]] <math>f</math> is a '''point of local maximum from the left''' if there exists a value <math>\delta > 0</math> such that <math>\! f(x) \le f(c)</math> for all <math>x \in (c - \delta,c)</math> (i.e., all <math>x</math> satisfying <math>0 < c - x < \delta</math>). | | Point of local maximum from the left || A point <math>\!c</math> in the [[domain]] of a [[function]] <math>f</math> is a '''point of local maximum from the left''' if there exists a value <math>\delta > 0</math> such that <math>\! f(x) \le f(c)</math> for all <math>x \in (c - \delta,c)</math> (i.e., all <math>x</math> satisfying <math>0 < c - x < \delta</math>). | ||
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| [[First derivative test]] || Sufficient condition and, in the two-sided case, necessary condition (but not a ''necessary and sufficient condition'') || Both one-sided and two-sided || Continuous (one-sided or two-sided) at point, differentiable ''near'' the point (one-sided or two-sided), derivative has constant sign on one side (or possibly unequal constant signs on both sides) || not continuous at the point, not differentiable near the point, derivative is oscillatory (in sign) near the point || isolated critical points<br>always conclusive for functions with algebraic derivative, including polynomials and rational functions. Also, conclusive for locally analytic functions. | | [[First derivative test]] || Sufficient condition and, in the two-sided case, necessary condition (but not a ''necessary and sufficient condition'') || Both one-sided and two-sided || Continuous (one-sided or two-sided) at point, differentiable ''near'' the point (one-sided or two-sided), derivative has constant sign on one side (or possibly unequal constant signs on both sides) || not continuous at the point, not differentiable near the point, derivative is oscillatory (in sign) near the point || isolated critical points<br>always conclusive for functions with algebraic derivative, including polynomials and rational functions. Also, conclusive for locally analytic functions. | ||
|- | |- | ||
| [[One-sided derivative test]] || Sufficient condition and, in the two-sided case, necessary condition (but not a ''necessary and sufficient condition'') || Both one-sided and two-sided || Differentiable (one-sided or ''both'' one-sided, but not necessarily two-sided) at the point, with nonzero value of derivative | | [[One-sided derivative test]] || Sufficient condition and, in the two-sided case, necessary condition (but not a ''necessary and sufficient condition'') || Both one-sided and two-sided || Differentiable (one-sided or ''both'' one-sided, but not necessarily two-sided) at the point, with nonzero value of derivative || Critical points of the one-sided derivative undefined or one-sided derivative equal to zero type || not conclusive in most cases of interest to us | ||
|- | |- | ||
| [[One-sided version of second derivative test]] || Sufficient condition and, in the two-sided case, necessary condition (but not a ''necessary and sufficient condition'') || Both one-sided and two-sided || Twice differentiable (one-sided or ''both'' one-sided, but not necessarily two-sided) at the point, with first one-sided derivative zero and second one-sided derivative nonzero | | [[One-sided version of second derivative test]] || Sufficient condition and, in the two-sided case, necessary condition (but not a ''necessary and sufficient condition'') || Both one-sided and two-sided || Twice differentiable (one-sided or ''both'' one-sided, but not necessarily two-sided) at the point, with first one-sided derivative zero and second one-sided derivative nonzero || Critical points of the one-sided second derivative undefined or one-sided second derivative equal to zero type || not conclusive in most cases of interest to us | ||
|- | |- | ||
| [[Second derivative test]] || Sufficient condition ''only'' || Two-sided ''only'' (but has a one-sided variation) || twice differentiable at the point, first derivative is zero, second derivative is nonzero | | [[Second derivative test]] || Sufficient condition ''only'' || Two-sided ''only'' (but has a one-sided variation) || twice differentiable at the point, first derivative is zero, second derivative is nonzero || Critical points that are also critical points for the derivative || conclusive for functions with critical points that are only single multiplicity zeros of the derivative. | ||
|- | |- | ||
| [[One-sided version of higher derivative test]] || Sufficient condition and, in the two-sided case, necessary condition (but not a ''necessary and sufficient condition'') || Both one-sided and two-sided || First derivative is zero at the point, function can be differentiated (one-sided) at the point enough times to be able to get a nonzero-valued one-sided higher derivative || one-sided first derivative is undefined, one-sided derivatives cease being defined before becoming nonzero, one-sided derivatives always remain zero at the point || conclusive for polynomials, rational functions, and functions with algebraic derivative, functions piecewise of this type, etc. | | [[One-sided version of higher derivative test]] || Sufficient condition and, in the two-sided case, necessary condition (but not a ''necessary and sufficient condition'') || Both one-sided and two-sided || First derivative is zero at the point, function can be differentiated (one-sided) at the point enough times to be able to get a nonzero-valued one-sided higher derivative || one-sided first derivative is undefined, one-sided derivatives cease being defined before becoming nonzero, one-sided derivatives always remain zero at the point || conclusive for polynomials, rational functions, and functions with algebraic derivative, functions piecewise of this type, etc. |
Latest revision as of 05:12, 2 April 2015
Definition
A point of local extremum refers to a point in the interior of the domain of a function that is either a point of local maximum or a point of local minimum. Both these are defined below.
Point of local maximum
A point in the interior of the domain of a function is a point of local maximum if the following holds:
- If we are dealing with a function of one variable: There exists a value such that for all (i.e., all satisfying ).
- If we are dealing with a function of multiple variables: There exists a value such that for all satisfying the condition that the distance between and is less than .
- If we are dealing with a real-valued function on a topological space: There exists an open subset of the topological space such that , satisfying the condition that for all .
The value is termed a local maximum value.
Point of local minimum
A point in the interior of the domain of a function is a point of local minimum if the following holds:
- If we are dealing with a function of one variable: There exists a value such that for all (i.e., all satisfying ).
- If we are dealing with a function of multiple variables: There exists a value such that for all satisfying the condition that the distance between and is less than .
- If we are dealing with a real-valued function on a topological space: There exists an open subset of the topological space such that , satisfying the condition that for all .
The value is termed a local minimum value.
Variations
Variations applicable in all cases (does not require it to be a function of one variable)
Variation name | Definition for function of one variable | General definition |
---|---|---|
Point of strict local maximum | A point in the interior of the domain of a function is a point of strict local maximum if there exists a value such that for all (i.e., all satisfying ). | A point in the interior of the domain of a function is a point of strict local maximum if there exists an open subset of the domain with , such that for all . |
Point of strict local minimum | A point in the interior of the domain of a function is a point of strict local minimum if there exists a value such that for all (i.e., all satisfying ). | A point in the interior of the domain of a function is a point of strict local minimum if there exists an open subset of the domain with , such that for all . |
Variations specific to a function of one variable
Variation name | Definition for function of one variable |
---|---|
Point of local maximum from the left | A point in the domain of a function is a point of local maximum from the left if there exists a value such that for all (i.e., all satisfying ). |
Point of local maximum from the right | A point in the domain of a function is a point of local maximum from the right if there exists a value such that for all (i.e., all satisfying ). |
Point of local minimum from the left | A point in the domain of a function is a point of local minimum from the left if there exists a value such that for all (i.e., all satisfying ). |
Point of local minimum from the right | A point in the domain of a function is a point of local minimum from the right if there exists a value such that for all (i.e., all satisfying ). |
Point of strict local maximum from the left | A point in the domain of a function is a point of strict local maximum from the left if there exists a value such that for all (i.e., all satisfying ). |
Point of strict local maximum from the right | A point in the domain of a function is a point of strict local maximum from the right if there exists a value such that for all (i.e., all satisfying ). |
Point of strict local minimum from the left | A point in the domain of a function is a point of strict local minimum from the left if there exists a value such that for all (i.e., all satisfying ). |
Point of strict local minimum from the right | A point in the domain of a function is a point of strict local minimum from the right if there exists a value such that for all (i.e., all satisfying ). |
Facts
Statement | Does it establish a necessary condition for a local extremum or a sufficient condition for a local extremum? | Is it one-sided or two-sided, or does it have versions for both? | What are the continuity/differentiability and other assumptions for the test to be applicable and conclusive? | Inconclusive cases | Conclusive cases |
---|---|---|---|---|---|
Local maximum from the left implies left hand derivative is nonnegative if it exists (analogous: [SHOW MORE] ) | Necessary condition | One-sided, but it has two-sided corollaries | Appropriate one-sided differentiability | One-sided derivative doesn't exist | Not applicable |
Point of local extremum implies critical point | Necessary condition | Two-sided, but it follows from one-sided results | None | Not applicable | Not applicable |
First derivative test | Sufficient condition and, in the two-sided case, necessary condition (but not a necessary and sufficient condition) | Both one-sided and two-sided | Continuous (one-sided or two-sided) at point, differentiable near the point (one-sided or two-sided), derivative has constant sign on one side (or possibly unequal constant signs on both sides) | not continuous at the point, not differentiable near the point, derivative is oscillatory (in sign) near the point | isolated critical points always conclusive for functions with algebraic derivative, including polynomials and rational functions. Also, conclusive for locally analytic functions. |
One-sided derivative test | Sufficient condition and, in the two-sided case, necessary condition (but not a necessary and sufficient condition) | Both one-sided and two-sided | Differentiable (one-sided or both one-sided, but not necessarily two-sided) at the point, with nonzero value of derivative | Critical points of the one-sided derivative undefined or one-sided derivative equal to zero type | not conclusive in most cases of interest to us |
One-sided version of second derivative test | Sufficient condition and, in the two-sided case, necessary condition (but not a necessary and sufficient condition) | Both one-sided and two-sided | Twice differentiable (one-sided or both one-sided, but not necessarily two-sided) at the point, with first one-sided derivative zero and second one-sided derivative nonzero | Critical points of the one-sided second derivative undefined or one-sided second derivative equal to zero type | not conclusive in most cases of interest to us |
Second derivative test | Sufficient condition only | Two-sided only (but has a one-sided variation) | twice differentiable at the point, first derivative is zero, second derivative is nonzero | Critical points that are also critical points for the derivative | conclusive for functions with critical points that are only single multiplicity zeros of the derivative. |
One-sided version of higher derivative test | Sufficient condition and, in the two-sided case, necessary condition (but not a necessary and sufficient condition) | Both one-sided and two-sided | First derivative is zero at the point, function can be differentiated (one-sided) at the point enough times to be able to get a nonzero-valued one-sided higher derivative | one-sided first derivative is undefined, one-sided derivatives cease being defined before becoming nonzero, one-sided derivatives always remain zero at the point | conclusive for polynomials, rational functions, and functions with algebraic derivative, functions piecewise of this type, etc. |
Higher derivative test | Sufficient condition and necessary condition (but not a necessary and sufficient condition) | two-sided (but has a one-sided version) | First derivative is zero at the point, function can be differentiated (one-sided) at the point enough times to be able to get a nonzero-valued ohigher derivative | first derivative is undefined, derivatives cease being defined before becoming nonzero, derivatives always remain zero at the point | conclusive for nonconstant polynomials, rational functions, and functions with algebraic derivative, functions piecewise of this type, locally nonconstant locally analytic functions etc. |