Categorical distribution

GPTKB entity

Statements (23)
Predicate Object
gptkbp:instanceOf gptkb:organization
gptkbp:alsoKnownAs generalized Bernoulli distribution
gptkbp:application classification problems
gptkbp:definedIn finite set of categories
gptkbp:entropy -Σ p_i log p_i
gptkbp:generalizes gptkb:Bernoulli_distribution
gptkbp:hasSpecialCase multinomial distribution
https://www.w3.org/2000/01/rdf-schema#label Categorical distribution
gptkbp:meaning probability vector
gptkbp:parameter k-1
probability vector
gptkbp:probabilityMassFunction P(X=i) = p_i
gptkbp:relatedTo softmax function
one-hot encoding
cross-entropy loss
gptkbp:sumOfProbabilities 1
gptkbp:supports set of k categories
gptkbp:usedIn gptkb:machine_learning
natural language processing
statistics
gptkbp:variant p_i(1-p_i)
gptkbp:bfsParent gptkb:Multinomial_distribution
gptkbp:bfsLayer 7