Standard Probability Distributions §

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Discrete Distributions §

Bernoulli §

Binomial §

Multinomial §

Continuous Distributions §

Multivariate Gaussian §

Mixture Models §

Von Mises §

Periodic variables…

Properties of the Exponential Family §

The Bernoulli, Binomial, Multinomial, Multivariate Gaussian, & Von Mises distributions all belong to the exponential family of distributions. Membership in the exponential family implies a set of characteristics.

Nonparametric Methods §

Nonparametric methods are said to be distribution free.