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Characteristic function information


In mathematics, the term "characteristic function" can refer to any of several distinct concepts:

  • The indicator function of a subset, that is the function
    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:
  • 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 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.

and 24 Related for: Characteristic function information

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Characteristic function

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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 → {...

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Indicator function

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In mathematics, an indicator function or a characteristic function of a subset of a set is a function that maps elements of the subset to one, and all...

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Characteristic

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current–voltage characteristic, the current in a circuit as a function of the applied voltage Receiver operating characteristic Characteristic (algebra) of...

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Empirical characteristic function

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random variables with common characteristic function φ ( t ) {\displaystyle \varphi (t)} . The empirical characteristic function (ECF) defined as φ n ( t...

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Cauchy distribution

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nth derivative of the characteristic function evaluated at t = 0 {\displaystyle t=0} . Observe that the characteristic function is not differentiable...

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Transfer function

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dependent scalar output (known as a transfer curve or characteristic curve). Transfer functions for components are used to design and analyze systems...

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Normal distribution

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random variable X {\displaystyle X} is closely connected to the characteristic function φ X ( t ) {\displaystyle \varphi _{X}(t)} of that variable, which...

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Characteristic state function

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The characteristic state function or Massieu's potential in statistical mechanics refers to a particular relationship between the partition function of...

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Characteristic polynomial

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(t-2)t-1(-1)=t^{2}-2t+1\,\!,} the characteristic polynomial of A . {\displaystyle A.} Another example uses hyperbolic functions of a hyperbolic angle φ. For...

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Hilbert series and Hilbert polynomial

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as a function p F ( m ) = χ ( X , F ( m ) ) {\displaystyle p_{\mathcal {F}}(m)=\chi (X,{\mathcal {F}}(m))} , where χ is the Euler characteristic of coherent...

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Convolution of probability distributions

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equality, and of Pascal's rule in the second last equality. The characteristic function of each X k {\displaystyle X_{k}} and of Z {\displaystyle Z} is...

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Beta distribution

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\end{aligned}}} The characteristic function is the Fourier transform of the probability density function. The characteristic function of the beta distribution...

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Kernel density estimation

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_{j=1}^{n}e^{itx_{j}}} Knowing the characteristic function, it is possible to find the corresponding probability density function through the Fourier transform...

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Cumulative distribution function

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important formulas like Paul Lévy's inversion formula for the characteristic function also rely on the "less than or equal" formulation. If treating...

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Expected value

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probability density function f X {\displaystyle f_{X}} of a scalar random variable X {\displaystyle X} is related to its characteristic function φ X {\displaystyle...

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Probability density function

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a probability density function (PDF), density function, or density of an absolutely continuous random variable, is a function whose value at any given...

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Laplace distribution

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its characteristic function (which uniquely determines the distribution) can be acquired by multiplying the corresponding characteristic functions. Consider...

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Mixed Poisson distribution

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})^{3}\,\pi (\lambda )\,d{\lambda }+\mu _{\pi }{\Biggr ]}.} The characteristic function has the form φ X ( s ) = M π ( e i s − 1 ) . {\displaystyle \varphi...

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Cooperative game theory

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players N {\displaystyle N} , called the grand coalition, and a characteristic function v : 2 N → R {\displaystyle v:2^{N}\to \mathbb {R} } from the set...

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Game theory

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Oskar Morgenstern's book.[citation needed] Formally, a characteristic function is a function v : 2 N → R {\displaystyle v:2^{N}\to \mathbb {R} } from...

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Cumulant

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cumulant-generating function as the natural logarithm of the characteristic function, which is sometimes also called the second characteristic function, H ( t )...

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Sigmoid function

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sigmoid function is any mathematical function whose graph has a characteristic S-shaped or sigmoid curve. A common example of a sigmoid function is the...

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Wrapped exponential distribution

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not periodic. The characteristic function of the wrapped exponential is just the characteristic function of the exponential function evaluated at integer...

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Probability mass function

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and statistics, a probability mass function (sometimes called probability function or frequency function) is a function that gives the probability that a...

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