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Dirichlet distribution
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Dirichlet distribution

Creator
Creator
Seonglae Cho
Created
Created
2023 Apr 4 2:29
Editor
Editor
Seonglae Cho
Edited
Edited
2025 Mar 12 12:26
Refs
Refs
Categorical distribution
Decoding Strategy

Exponential family distribution over the
Probability simplex
, essentially a distribution over multinomial distributions.

A set of probability distributions used to model probabilities for each class in multiclass problems and describe proportions
Specific case of
Beta Distribution
  • controls the mean shape and sparsity of
  • Value of create increasingly sparse outputs
  • Conjugate Prior
    of the
    Multinomial distribution
 
 
Dirichlet distribution
In probability and statistics, the Dirichlet distribution, often denoted , is a family of continuous multivariate probability distributions parameterized by a vector of positive reals. It is a multivariate generalization of the beta distribution, hence its alternative name of multivariate beta distribution (MBD). Dirichlet distributions are commonly used as prior distributions in Bayesian statistics, and in fact, the Dirichlet distribution is the conjugate prior of the categorical distribution and multinomial distribution.
Dirichlet distribution
https://en.wikipedia.org/wiki/Dirichlet_distribution
Dirichlet distribution
 
 

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Dirichlet distribution
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