Dirichlet Processes

GPTKB entity

Statements (22)
Predicate Object
gptkbp:instanceOf gptkb:stochastic_process
gptkbp:application density estimation
Bayesian inference
nonparametric Bayesian modeling
gptkbp:field gptkb:machine_learning
statistics
Bayesian nonparametrics
https://www.w3.org/2000/01/rdf-schema#label Dirichlet Processes
gptkbp:introduced gptkb:Thomas_S._Ferguson
gptkbp:introducedIn 1973
gptkbp:namedAfter gptkb:Peter_Gustav_Lejeune_Dirichlet
gptkbp:parameter concentration parameter
base distribution
gptkbp:relatedTo gptkb:Dirichlet_distribution
stick-breaking process
Chinese Restaurant Process
gptkbp:type infinite-dimensional distribution
gptkbp:usedFor clustering
topic modeling
mixture models
gptkbp:bfsParent gptkb:Bayesian_Learning
gptkbp:bfsLayer 7