Trisha Shetty (Editor)

Rayleigh mixture distribution

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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. Since the probability density function for a (standard) Rayleigh distribution is given by

f ( x ; σ ) = x σ 2 e x 2 / 2 σ 2 , x 0 ,

Rayleigh mixture distributions have probability density functions of the form

f ( x ; σ , n ) = 0 r e r 2 / 2 σ 2 σ 2 τ ( x , r ; n ) d r ,

where τ ( x , r ; n ) is a well-defined probability density function or sampling distribution.

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.

References

Rayleigh mixture distribution Wikipedia