Probability Distributions

Chainer provides many Distribution implementations in the chainer.distributions package.

Distributions

chainer.distributions.Bernoulli

Bernoulli Distribution.

chainer.distributions.Beta

Beta Distribution.

chainer.distributions.Categorical

Categorical Distribution.

chainer.distributions.Cauchy

Cauchy Distribution.

chainer.distributions.Chisquare

Chi-Square Distribution.

chainer.distributions.Dirichlet

Dirichlet Distribution.

chainer.distributions.Exponential

Exponential Distribution.

chainer.distributions.Gamma

Gamma Distribution.

chainer.distributions.Geometric

Geometric Distribution.

chainer.distributions.Gumbel

Gumbel Distribution.

chainer.distributions.Independent

Independent distribution.

chainer.distributions.Laplace

Laplace Distribution.

chainer.distributions.LogNormal

Logatithm Normal Distribution.

chainer.distributions.MultivariateNormal

MultivariateNormal Distribution.

chainer.distributions.Normal

Normal Distribution.

chainer.distributions.OneHotCategorical

OneHotCategorical Distribution.

chainer.distributions.Pareto

Pareto Distribution.

chainer.distributions.Poisson

Poisson Distribution.

chainer.distributions.Uniform

Uniform Distribution.

Functionals of distribution

chainer.cross_entropy

Computes Cross entropy.

chainer.kl_divergence

Computes Kullback-Leibler divergence.

chainer.register_kl

Decorator to register KL divergence function.

Base classes

chainer.Distribution

Interface of Distribution