Characteristic function: Difference between revisions
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In [[mathematics]], '''''characteristic function''''' can refer to any of several distinct concepts: | |||
* The most common and universal usage is as a synonym for [[indicator function]], that is the function | |||
::<math>\mathbf{c}_X: S \to \{0, 1\}</math> | |||
:which for every subset ''X'' of ''S'', has value 1 at points of ''X'' and 0 at points of ''S'' − ''X''. | |||
* The [[characteristic function (convex analysis)|characteristic function]] in [[convex analysis]]: | |||
::<math>\chi_{A} (x) := \begin{cases} 0, & x \in A; \\ + \infty, & x \not \in A. \end{cases}</math> | |||
* The [[characteristic state function]] in [[statistical mechanics]]. | |||
* In [[probability theory]], the '''characteristic function''' of any [[probability distribution]] on the [[real number|real]] line is given by the following formula, where ''X'' is any [[random variable]] with the distribution in question: | |||
::<math>\varphi_X(t) = \operatorname{E}\left(e^{itX}\right)\,</math> | |||
:where "E" means [[expected value]]. See [[characteristic function (probability theory)]]. | |||
* The [[characteristic polynomial]] in [[linear algebra]]. | |||
* The [[Euler characteristic]], a [[topological invariant]]. | |||
* The [[cooperative game|characteristic function]] in [[game theory]]. | |||
{{subpages}} | {{subpages}} | ||
In [[set theory]], the '''characteristic function''' or '''indicator function''' of a [[subset]] ''A'' of a [[set (mathematics)|set]] ''X'' is the function, often denoted χ<sub>''A''</sub> or ''I''<sub>''A''</sub>, from ''X'' to the set {0,1} which takes the value 1 on elements of ''A'' and 0 otherwise. | In [[set theory]], the '''characteristic function''' or '''indicator function''' of a [[subset]] ''A'' of a [[set (mathematics)|set]] ''X'' is the function, often denoted χ<sub>''A''</sub> or ''I''<sub>''A''</sub>, from ''X'' to the set {0,1} which takes the value 1 on elements of ''A'' and 0 otherwise. |
Revision as of 12:34, 10 January 2009
In mathematics, characteristic function can refer to any of several distinct concepts:
- The most common and universal usage is as a synonym for indicator function, that is the function
- which for every subset X of S, has value 1 at points of X and 0 at points of S − X.
- In probability theory, the characteristic function of any probability distribution on the real line is given by the following formula, where X is any random variable with the distribution in question:
- where "E" means expected value. See characteristic function (probability theory).
- The characteristic function in game theory.
In set theory, the characteristic function or indicator function of a subset A of a set X is the function, often denoted χA or IA, from X to the set {0,1} which takes the value 1 on elements of A and 0 otherwise.
We can express elementary set-theoretic operations in terms of characteristic functions: