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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

Infinite Predictor Subspace Models for Multitask Learning AISTATS 2010
Spatial Normalized Gamma Processes NIPS 2009
Nonlinear Models Using Dirichlet Process Mixtures JMLR 2009
Sharing Features among Dynamical Systems with Beta Processes NIPS 2009
Multi-Label Prediction via Sparse Infinite CCA NIPS 2009
Bayesian Nonparametric Models on Decomposable Graphs NIPS 2009
Variational Inference for the Nested Chinese Restaurant Process NIPS 2009
An Infinite Factor Model Hierarchy Via a Noisy-Or Mechanism NIPS 2009
Decoupling Sparsity and Smoothness in the Discrete Hierarchical Dirichlet Process NIPS 2009
Indian Buffet Processes with Power-law Behavior NIPS 2009
Nonparametric Latent Feature Models for Link Prediction NIPS 2009
Syntactic Topic Models NIPS 2008
The Gaussian Process Density Sampler NIPS 2008
Shared Segmentation of Natural Scenes Using Dependent Pitman-Yor Processes NIPS 2008
Dependent Dirichlet Process Spike Sorting NIPS 2008
The Mondrian Process NIPS 2008
The Infinite Hierarchical Factor Regression Model NIPS 2008
Hidden Common Cause Relations in Relational Learning NIPS 2007
The Infinite Gamma-Poisson Feature Model NIPS 2007
Accelerated Variational Dirichlet Process Mixtures NIPS 2006
Particle Filtering for Nonparametric Bayesian Matrix Factorization NIPS 2006
Hidden Markov Dirichlet Process: Modeling Genetic Recombination in Open Ancestral Space NIPS 2006
Hierarchical Dirichlet Processes with Random Effects NIPS 2006
A Nonparametric Bayesian Method for Inferring Features From Similarity Judgments NIPS 2006
Learning Time-Intensity Profiles of Human Activity using Non-Parametric Bayesian Models NIPS 2006