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dirichlet process

132 papers

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Also known as

DPMM DP

Co-occurring keywords

bayesian nonparametrics (175) bayesian inference (1904) mixture model (262) variational inference (2069) nonparametric bayesian (124) bayesian nonparametric (137) gibbs sampling (201) markov chain monte carlo (724) dirichlet process mixture (24) gaussian process (1198)

Papers

The Dependent Dirichlet Process Mixture of Objects for Detection-free Tracking and Object Modeling AISTATS 2014
Inconsistency of Pitman-Yor Process Mixtures for the Number of Components JMLR 2014
A Bayesian Wilcoxon signed-rank test based on the Dirichlet process ICML 2014
Robust Bayesian Max-Margin Clustering NIPS 2014
Universal models for binary spike patterns using centered Dirichlet processes NIPS 2013
A simple example of Dirichlet process mixture inconsistency for the number of components NIPS 2013
Online Learning of Nonparametric Mixture Models via Sequential Variational Approximation NIPS 2013
Parallel Sampling of DP Mixture Models using Sub-Cluster Splits NIPS 2013
Memoized Online Variational Inference for Dirichlet Process Mixture Models NIPS 2013
Binary to Bushy: Bayesian Hierarchical Clustering with the Beta Coalescent NIPS 2013
Parallel Markov Chain Monte Carlo for Nonparametric Mixture Models ICML 2013
Learning Multiple Behaviors from Unlabeled Demonstrations in a Latent Controller Space ICML 2013
Factorial Multi-Task Learning : A Bayesian Nonparametric Approach ICML 2013
Dynamic Clustering via Asymptotics of the Dependent Dirichlet Process Mixture NIPS 2013
Bayesian Estimation of Latently-grouped Parameters in Undirected Graphical Models NIPS 2013
Infinite Latent Conditional Random Fields for Modeling Environments through Humans RSS 2013
Bayesian learning of joint distributions of objects AISTATS 2013
Online Latent Dirichlet Allocation with Infinite Vocabulary ICML 2013
MAD-Bayes: MAP-based Asymptotic Derivations from Bayes ICML 2013
Nonparametric Mixture of Gaussian Processes with Constraints ICML 2013
Online Learning of a Dirichlet Process Mixture of Generalized Dirichlet Distributions for Simultaneous Clustering and Localized Feature Selection ACML 2012
Nonparametric Bayesian Models for Unsupervised Scene Analysis and Reconstruction RSS 2012
Repulsive Mixtures NIPS 2012
Augment-and-Conquer Negative Binomial Processes NIPS 2012
Truncation-free Online Variational Inference for Bayesian Nonparametric Models NIPS 2012