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Wolfram Language & System Documentation Center
CharacteristicFunction
  • See Also
    • Expectation
    • FourierTransform
    • FourierSequenceTransform
    • MomentGeneratingFunction
    • CumulantGeneratingFunction
    • Moment
    • PDF
  • Related Guides
    • Descriptive Statistics
    • Fourier Analysis
    • Statistical Moments and Generating Functions
    • Statistical Distribution Functions
  • Tech Notes
    • Discrete Distributions
    • Continuous Distributions
    • See Also
      • Expectation
      • FourierTransform
      • FourierSequenceTransform
      • MomentGeneratingFunction
      • CumulantGeneratingFunction
      • Moment
      • PDF
    • Related Guides
      • Descriptive Statistics
      • Fourier Analysis
      • Statistical Moments and Generating Functions
      • Statistical Distribution Functions
    • Tech Notes
      • Discrete Distributions
      • Continuous Distributions

CharacteristicFunction[dist,t]

gives the characteristic function for the distribution dist as a function of the variable t.

CharacteristicFunction[dist,{t1,t2,…}]

gives the characteristic function for the multivariate distribution dist as a function of the variables t1, t2, ….

Details
Details and Options Details and Options
Examples  
Basic Examples  
Scope  
Applications  
Properties & Relations  
Possible Issues  
Neat Examples  
See Also
Tech Notes
Related Guides
History
Cite this Page
BUILT-IN SYMBOL
  • See Also
    • Expectation
    • FourierTransform
    • FourierSequenceTransform
    • MomentGeneratingFunction
    • CumulantGeneratingFunction
    • Moment
    • PDF
  • Related Guides
    • Descriptive Statistics
    • Fourier Analysis
    • Statistical Moments and Generating Functions
    • Statistical Distribution Functions
  • Tech Notes
    • Discrete Distributions
    • Continuous Distributions
    • See Also
      • Expectation
      • FourierTransform
      • FourierSequenceTransform
      • MomentGeneratingFunction
      • CumulantGeneratingFunction
      • Moment
      • PDF
    • Related Guides
      • Descriptive Statistics
      • Fourier Analysis
      • Statistical Moments and Generating Functions
      • Statistical Distribution Functions
    • Tech Notes
      • Discrete Distributions
      • Continuous Distributions

CharacteristicFunction

CharacteristicFunction[dist,t]

gives the characteristic function for the distribution dist as a function of the variable t.

CharacteristicFunction[dist,{t1,t2,…}]

gives the characteristic function for the multivariate distribution dist as a function of the variables t1, t2, ….

Details

  • CharacteristicFunction[dist,t] is equivalent to Expectation[Exp[ t x],xdist].
  • CharacteristicFunction[dist,{t1,t2,…}] is equivalent to Expectation[Exp[ t.x],xdist] for vectors t and x.
  • The k^(th) moment can be extracted from a characteristic function cf through SeriesCoefficient[cf,{t,0,k}]k! (-)k.

Examples

open all close all

Basic Examples  (4)

Characteristic function (cf) for the normal distribution:

Characteristic function for the binomial distribution:

Characteristic function for the bivariate normal distribution:

Characteristic function for the multinomial distribution:

Scope  (8)

Characteristic function for a specific continuous distribution:

Characteristic function for a specific discrete distribution:

Characteristic function at a particular value:

Characteristic function evaluated numerically:

Obtain a result at any precision:

Compute the characteristic function for a formula distribution:

Find the characteristic function for a parameter mixture distribution:

Characteristic function for the slice distribution of a random process:

Applications  (7)

Compute the raw moments for a Poisson distribution:

First 5 raw moments using derivatives of the characteristic function at the origin:

Use Moment directly:

Compute mixed raw moments for a multivariate distribution:

Use Moment to obtain raw moments directly:

Find raw moments of a Student distribution from its characteristic function:

Compute to extract moments by taking limits from the right:

Evaluate the limits from the left:

Only the first four moments are defined, as confirmed by using Moment directly:

Use inverse Fourier transform to compute the PDF corresponding to a characteristic function:

Illustrate the central limit theorem on the example of symmetric LaplaceDistribution:

Find the characteristic function of the rescaled random variate:

Compute the large limit of the cf of the sum of such i.i.d. random variates:

Compare with the characteristic function of a standard normal variate:

Use smooth characteristic function to construct the upper bound for the distribution density of ErlangDistribution:

Plot the upper bounds and the original density:

Verify that the sum where are independent identically distributed BernoulliDistribution[1/2] variates tends in distribution to UniformDistribution[] for large :

Use a combinatorial equality for product :

Evaluate the sum:

Take the limit and compare it to the characteristic function of the UniformDistribution:

Properties & Relations  (5)

CharacteristicFunction is the Expectation of for real :

The characteristic function is related to all other generating functions when they exist:

The cf of a continuous distribution is equivalent to FourierTransform of its PDF:

The cf of a discrete distribution is equivalent to FourierSequenceTransform of its PDF:

The PDF is the inverse Fourier transform of the cf for continuous distributions:

The PDF is the inverse Fourier sequence transform of the cf for discrete distributions:

Possible Issues  (1)

Symbolic closed forms do not exist for some distributions:

Neat Examples  (1)

Visualize real and imaginary parts of CharacteristicFunction for random instances of BinomialDistribution:

See Also

Expectation  FourierTransform  FourierSequenceTransform  MomentGeneratingFunction  CumulantGeneratingFunction  Moment  PDF

Tech Notes

    ▪
  • Discrete Distributions
  • ▪
  • Continuous Distributions

Related Guides

    ▪
  • Descriptive Statistics
  • ▪
  • Fourier Analysis
  • ▪
  • Statistical Moments and Generating Functions
  • ▪
  • Statistical Distribution Functions

History

Introduced in 2007 (6.0) | Updated in 2010 (8.0)

Wolfram Research (2007), CharacteristicFunction, Wolfram Language function, https://reference.wolfram.com/language/ref/CharacteristicFunction.html (updated 2010).

Text

Wolfram Research (2007), CharacteristicFunction, Wolfram Language function, https://reference.wolfram.com/language/ref/CharacteristicFunction.html (updated 2010).

CMS

Wolfram Language. 2007. "CharacteristicFunction." Wolfram Language & System Documentation Center. Wolfram Research. Last Modified 2010. https://reference.wolfram.com/language/ref/CharacteristicFunction.html.

APA

Wolfram Language. (2007). CharacteristicFunction. Wolfram Language & System Documentation Center. Retrieved from https://reference.wolfram.com/language/ref/CharacteristicFunction.html

BibTeX

@misc{reference.wolfram_2025_characteristicfunction, author="Wolfram Research", title="{CharacteristicFunction}", year="2010", howpublished="\url{https://reference.wolfram.com/language/ref/CharacteristicFunction.html}", note=[Accessed: 01-December-2025]}

BibLaTeX

@online{reference.wolfram_2025_characteristicfunction, organization={Wolfram Research}, title={CharacteristicFunction}, year={2010}, url={https://reference.wolfram.com/language/ref/CharacteristicFunction.html}, note=[Accessed: 01-December-2025]}

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