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Rayleigh mixture distribution

From Wikipedia, the free encyclopedia
Not to be confused withRayleigh scattering.

Inprobability theory andstatistics aRayleigh mixture distribution is a weighted mixture of multipleprobability distributions where the weightings are equal to the weightings of aRayleigh distribution.[1] Since theprobability density function for a (standard) Rayleigh distribution is given by[2]

f(x;σ)=xσ2ex2/2σ2,x0,{\displaystyle f(x;\sigma )={\frac {x}{\sigma ^{2}}}e^{-x^{2}/2\sigma ^{2}},\quad x\geq 0,}

Rayleigh mixture distributions have probability density functions of the form

f(x;σ,n)=0rer2/2σ2σ2τ(x,r;n)dr,{\displaystyle f(x;\sigma ,n)=\int _{0}^{\infty }{\frac {re^{-r^{2}/2\sigma ^{2}}}{\sigma ^{2}}}\tau (x,r;n)\,\mathrm {d} r,}

whereτ(x,r;n){\displaystyle \tau (x,r;n)} is a well-defined probability density function orsampling distribution.[1]

The Rayleigh mixture distribution is one of many types ofcompound 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 inmixture models, which are used to express probabilities of sub-populations within a larger population.

See also

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References

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  1. ^abKarim 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).
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