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Wolfram Language & System Documentation Center
CumulantGeneratingFunction
  • See Also
    • Cumulant
    • CharacteristicFunction
    • MomentGeneratingFunction
    • CentralMomentGeneratingFunction
    • FactorialMomentGeneratingFunction
    • GeneratingFunction
  • Related Guides
    • Statistical Moments and Generating Functions
    • Statistical Distribution Functions
    • Summation Transforms
    • See Also
      • Cumulant
      • CharacteristicFunction
      • MomentGeneratingFunction
      • CentralMomentGeneratingFunction
      • FactorialMomentGeneratingFunction
      • GeneratingFunction
    • Related Guides
      • Statistical Moments and Generating Functions
      • Statistical Distribution Functions
      • Summation Transforms

CumulantGeneratingFunction[dist,t]

gives the cumulant-generating function for the distribution dist as a function of the variable t.

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

gives the cumulant-generating 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  
See Also
Related Guides
History
Cite this Page
BUILT-IN SYMBOL
  • See Also
    • Cumulant
    • CharacteristicFunction
    • MomentGeneratingFunction
    • CentralMomentGeneratingFunction
    • FactorialMomentGeneratingFunction
    • GeneratingFunction
  • Related Guides
    • Statistical Moments and Generating Functions
    • Statistical Distribution Functions
    • Summation Transforms
    • See Also
      • Cumulant
      • CharacteristicFunction
      • MomentGeneratingFunction
      • CentralMomentGeneratingFunction
      • FactorialMomentGeneratingFunction
      • GeneratingFunction
    • Related Guides
      • Statistical Moments and Generating Functions
      • Statistical Distribution Functions
      • Summation Transforms

CumulantGeneratingFunction

CumulantGeneratingFunction[dist,t]

gives the cumulant-generating function for the distribution dist as a function of the variable t.

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

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

Details

  • CumulantGeneratingFunction[dist,t] is given by Log[MomentGeneratingFunction[dist,t]].
  • CumulantGeneratingFunction[dist, {t1,t2,…}] is given by Log[MomentGeneratingFunction[dist,{t1,t2,…}]].
  • The i^(th) cumulant can be extracted from a cumulant-generating function cgf through SeriesCoefficient[cgf,{t,0,i}]i!.

Examples

open all close all

Basic Examples  (3)

Compute a cumulant-generating function (cgf) for a continuous univariate distribution:

The cgf for a univariate discrete distribution:

The cgf for a multivariate distribution:

Scope  (5)

Compute the cgf for a formula distribution:

Find the cgf for a function of random variates:

Compute the cgf for data distribution:

Find the cgf for a truncated distribution:

Find the cgf for the slice distribution of a random process:

Applications  (5)

The cumulant-generating function of a difference of two independent random variables is equal to the sum of their cumulant-generating functions with oppositive sign arguments:

Illustrate the central limit theorem:

Find the cumulant-generating function for the standardized random variate:

Find the moment-generating function for the sum of standardized random variates rescaled by :

Find the large limit:

Compare with the moment-generating function of a standard normal distribution:

Find the Esscher premium for insuring against losses following GammaDistribution:

Compare with the definition:

Construct a Bernstein–Chernoff bound for the survival function :

Large approximation of the bound:

Construct Daniel's saddle point approximation to PDF of VarianceGammaDistribution:

Find the saddle point associated with the argument of probability density function :

Select the solution that is valid for all real , including the origin:

The approximation is constructed using the cumulant-generating function at the saddle point:

Find the normalization constant:

Compare the approximation to the exact density:

Properties & Relations  (3)

Exponential of CumulantGeneratingFunction gives MomentGeneratingFunction:

CumulantGeneratingFunction is an exponential generating function for the sequence of cumulants:

Use CumulantGeneratingFunction directly:

Cumulant is equivalent to :

Use SeriesCoefficient formulation:

Possible Issues  (2)

For some distributions with long tails, cumulants of only several low orders are defined:

Correspondingly, CumulantGeneratingFunction is undefined:

CumulantGeneratingFunction is not always known in closed form:

Use Cumulant to find cumulants directly:

See Also

Cumulant  CharacteristicFunction  MomentGeneratingFunction  CentralMomentGeneratingFunction  FactorialMomentGeneratingFunction  GeneratingFunction

Related Guides

    ▪
  • Statistical Moments and Generating Functions
  • ▪
  • Statistical Distribution Functions
  • ▪
  • Summation Transforms

History

Introduced in 2010 (8.0)

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

Text

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

CMS

Wolfram Language. 2010. "CumulantGeneratingFunction." Wolfram Language & System Documentation Center. Wolfram Research. https://reference.wolfram.com/language/ref/CumulantGeneratingFunction.html.

APA

Wolfram Language. (2010). CumulantGeneratingFunction. Wolfram Language & System Documentation Center. Retrieved from https://reference.wolfram.com/language/ref/CumulantGeneratingFunction.html

BibTeX

@misc{reference.wolfram_2025_cumulantgeneratingfunction, author="Wolfram Research", title="{CumulantGeneratingFunction}", year="2010", howpublished="\url{https://reference.wolfram.com/language/ref/CumulantGeneratingFunction.html}", note=[Accessed: 01-December-2025]}

BibLaTeX

@online{reference.wolfram_2025_cumulantgeneratingfunction, organization={Wolfram Research}, title={CumulantGeneratingFunction}, year={2010}, url={https://reference.wolfram.com/language/ref/CumulantGeneratingFunction.html}, note=[Accessed: 01-December-2025]}

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