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bayesian nonparametrics

270 papers

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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

A nonparametric variable clustering model NIPS 2012
Slice sampling normalized kernel-weighted completely random measure mixture models NIPS 2012
From Deformations to Parts: Motion-based Segmentation of 3D Objects NIPS 2012
Truly Nonparametric Online Variational Inference for Hierarchical Dirichlet Processes NIPS 2012
Multiresolution Gaussian Processes NIPS 2012
Bayesian nonparametric models for ranked data NIPS 2012
Augment-and-Conquer Negative Binomial Processes NIPS 2012
Bayesian Nonparametric Modeling of Suicide Attempts NIPS 2012
Small-Variance Asymptotics for Exponential Family Dirichlet Process Mixture Models NIPS 2012
Bayesian estimation of discrete entropy with mixtures of stick-breaking priors NIPS 2012
Truncation-free Online Variational Inference for Bayesian Nonparametric Models NIPS 2012
Bayesian nonparametric models for bipartite graphs NIPS 2012
Markov Logic Mixtures of Gaussian Processes: Towards Machines Reading Regression Data AISTATS 2012
Nonparametric Max-Margin Matrix Factorization for Collaborative Prediction NIPS 2012
An Autoregressive Approach to Nonparametric Hierarchical Dependent Modeling AISTATS 2012
A Coupled Indian Buffet Process Model for Collaborative Filtering ACML 2012
Random function priors for exchangeable arrays with applications to graphs and relational data NIPS 2012
Effective Split-Merge Monte Carlo Methods for Nonparametric Models of Sequential Data NIPS 2012
Distance Dependent Chinese Restaurant Processes JMLR 2011
A Dynamic Relational Infinite Feature Model for Longitudinal Social Networks AISTATS 2011
Online Variational Inference for the Hierarchical Dirichlet Process AISTATS 2011
Infinite Latent SVM for Classification and Multi-task Learning NIPS 2011
The Discrete Infinite Logistic Normal Distribution for Mixed-Membership Modeling AISTATS 2011
Multiscale Community Blockmodel for Network Exploration AISTATS 2011
Modelling Genetic Variations using Fragmentation-Coagulation Processes NIPS 2011