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Reference.org
Characteristic function
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In
mathematics
, the term "characteristic function" can refer to any of several distinct concepts:
The
indicator function
of a
subset
, that is the
function
1 A : X → { 0 , 1 } , {\displaystyle \mathbf {1} _{A}\colon X\to \{0,1\},} which for a given subset
A
of
X
, has value 1 at points of
A
and 0 at points of
X
−
A
.
The
characteristic function
in
convex analysis
, closely related to the indicator function of a set: χ A ( x ) := { 0 , x ∈ A ; + ∞ , x ∉ A . {\displaystyle \chi _{A}(x):={\begin{cases}0,&x\in A;\\+\infty ,&x\not \in A.\end{cases}}}
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: φ X ( t ) = E ( e i t X ) , {\displaystyle \varphi _{X}(t)=\operatorname {E} \left(e^{itX}\right),} where E {\displaystyle \operatorname {E} } denotes
expected value
. For
multivariate distributions
, the product
tX
is replaced by a
scalar product
of vectors.
The characteristic function of a
cooperative game
in
game theory
.
The
characteristic polynomial
in
linear algebra
.
The
characteristic state function
in
statistical mechanics
.
The
Euler characteristic
, a
topological
invariant.
The
receiver operating characteristic
in statistical
decision theory
.
The point characteristic function in
statistics
.