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bayesian nonparametrics

175 papers

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BNP

Co-occurring keywords

bayesian nonparametric (137) dirichlet process (132) nonparametric bayesian (124) bayesian inference (1904) variational inference (2069) gibbs sampling (201) markov chain monte carlo (724) mixture model (262) indian buffet process (40) gaussian process (1198)

Papers

An Empirical Study of Stochastic Variational Inference Algorithms for the Beta Bernoulli Process ICML 2015
A Sufficient Statistics Construction of Exponential Family Lévy Measure Densities for Nonparametric Conjugate Models AISTATS 2015
A hybrid sampler for Poisson-Kingman mixture models NIPS 2015
A Dirichlet Process Mixture Model for Spherical Data AISTATS 2015
The Dependent Dirichlet Process Mixture of Objects for Detection-free Tracking and Object Modeling AISTATS 2014
A Probabilistic Framework for Multimodal Retrieval using Integrative Indian Buffet Process NIPS 2014
Hierarchical Dirichlet Scaling Process ICML 2014
Inconsistency of Pitman-Yor Process Mixtures for the Number of Components JMLR 2014
Adaptive Variable Clustering in Gaussian Graphical Models AISTATS 2014
Pitfalls in the use of Parallel Inference for the Dirichlet Process ICML 2014
Spectral Methods for Indian Buffet Process Inference NIPS 2014
Max-Margin Infinite Hidden Markov Models ICML 2014
A reversible infinite HMM using normalised random measures ICML 2014
Beta-Negative Binomial Process and Exchangeable Random Partitions for Mixed-Membership Modeling NIPS 2014
Variational Inference for Sequential Distance Dependent Chinese Restaurant Process ICML 2014
Bayesian Nonparametric Multilevel Clustering with Group-Level Contexts ICML 2014
Parallel Sampling of HDPs using Sub-Cluster Splits NIPS 2014
Small-Variance Asymptotics for Hidden Markov Models NIPS 2013
Parallel Sampling of DP Mixture Models using Sub-Cluster Splits NIPS 2013
Efficient Online Inference for Bayesian Nonparametric Relational Models NIPS 2013
Bayesian Hierarchical Community Discovery NIPS 2013
Memoized Online Variational Inference for Dirichlet Process Mixture Models NIPS 2013
Fast Max-Margin Matrix Factorization with Data Augmentation ICML 2013
A unifying representation for a class of dependent random measures AISTATS 2013
MAD-Bayes: MAP-based Asymptotic Derivations from Bayes ICML 2013