Dirichlet Process Mixture Model
GPTKB entity
Statements (21)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
statistical analysis
Bayesian nonparametric model |
| gptkbp:allows |
infinite number of mixture components
|
| gptkbp:basedOn |
gptkb:Dirichlet_process
|
| gptkbp:category |
nonparametric Bayesian method
mixture model |
| gptkbp:generalizes |
finite mixture model
|
| https://www.w3.org/2000/01/rdf-schema#label |
Dirichlet Process Mixture Model
|
| gptkbp:inferenceMethod |
gptkb:Gibbs_sampling
variational inference |
| gptkbp:introduced |
gptkb:Thomas_S._Ferguson
|
| gptkbp:introducedIn |
1973
|
| gptkbp:priorDistribution |
gptkb:Dirichlet_process
|
| gptkbp:relatedTo |
stick-breaking process
Chinese Restaurant Process |
| gptkbp:usedFor |
density estimation
clustering |
| gptkbp:usedIn |
gptkb:machine_learning
statistics |
| gptkbp:bfsParent |
gptkb:Finite_Mixture_Models
|
| gptkbp:bfsLayer |
8
|