Bayesian Nonparametrics

GPTKB entity

Statements (27)
Predicate Object
gptkbp:instanceOf statistical analysis
gptkbp:application Regression
Topic Modeling
Clustering
Density Estimation
gptkbp:characteristic Flexible model complexity
Infinite-dimensional parameter space
gptkbp:contrastsWith Parametric Bayesian Methods
gptkbp:fieldOfStudy gptkb:Machine_Learning
Statistics
https://www.w3.org/2000/01/rdf-schema#label Bayesian Nonparametrics
gptkbp:notableContributor gptkb:David_J._C._MacKay
gptkb:Yee_Whye_Teh
gptkb:Michael_I._Jordan
gptkb:Zoubin_Ghahramani
gptkbp:notablePublication Bayesian Nonparametric Models (Gershman & Blei, 2012)
A Tutorial on Bayesian Nonparametric Models (Gershman & Blei, 2012)
Bayesian Nonparametric Inference and the Dirichlet Process (Ferguson, 1973)
gptkbp:relatedTo gptkb:Gaussian_Process
Chinese Restaurant Process
Dirichlet Process
Indian Buffet Process
gptkbp:uses Probability Theory
Bayesian Inference
Nonparametric Models
gptkbp:bfsParent gptkb:NeurIPS_2013
gptkbp:bfsLayer 6