Characteristic function (convex analysis)
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In the field of mathematics known as convex analysis, the characteristic function of a set is a convex function that indicates the membership (or non-membership) of a given element in that set. It is similar to the usual indicator function, and one can freely convert between the two, but the characteristic function as defined below is better-suited to the methods of convex analysis.
[edit] Definition
Let X be a set, and let A be a subset of X. The characteristic function of A is the function
taking values in the extended real number line defined by
[edit] Relationship with the indicator function
Let denote the usual indicator function:
If one adopts the conventions that
- for any , and ;
- ; and
- ;
then the indicator and characteristic functions are related by the equations
and