Rayleigh mixture distribution

From The Right Wiki
Revision as of 02:48, 14 December 2022 by imported>David Eppstein (Reverted edits by 2.147.56.59 (talk) to last version by Jarble)
(diff) ← Older revision | Latest revision (diff) | Newer revision → (diff)
Jump to navigationJump to search

In probability theory and statistics a Rayleigh mixture distribution is a weighted mixture of multiple probability distributions where the weightings are equal to the weightings of a Rayleigh distribution.[1] Since the probability density function for a (standard) Rayleigh distribution is given by[2]

f(x;σ)=xσ2ex2/2σ2,x0,

Rayleigh mixture distributions have probability density functions of the form

f(x;σ,n)=0rer2/2σ2σ2τ(x,r;n)dr,

where τ(x,r;n) is a well-defined probability density function or sampling distribution.[1] The Rayleigh mixture distribution is one of many types of compound distributions in which the appearance of a value in a sample or population might be interpreted as a function of other underlying random variables. Mixture distributions are often used in mixture models, which are used to express probabilities of sub-populations within a larger population.

See also

References

  1. 1.0 1.1 Karim R., Hossain P., Begum S., and Hossain F., "Rayleigh Mixture Distribution", Journal of Applied Mathematics, Vol. 2011, doi:10.1155/2011/238290 (2011).
  2. Jackson J.L., "Properties of the Rayleigh Distribution", Johns Hopkins University (1954).