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bayesian nonparametrics

175 papers

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BNP

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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

Dependent Normalized Random Measures ICML 2013
Infinite Markov-Switching Maximum Entropy Discrimination Machines ICML 2013
A simple example of Dirichlet process mixture inconsistency for the number of components NIPS 2013
Parallel Markov Chain Monte Carlo for Nonparametric Mixture Models ICML 2013
Dynamic Clustering via Asymptotics of the Dependent Dirichlet Process Mixture NIPS 2013
Multiscale Dictionary Learning for Estimating Conditional Distributions NIPS 2013
Online Learning of Nonparametric Mixture Models via Sequential Variational Approximation NIPS 2013
Real-Time Inference for a Gamma Process Model of Neural Spiking NIPS 2013
Nonparametric Multi-group Membership Model for Dynamic Networks NIPS 2013
Bayesian nonparametric models for bipartite graphs NIPS 2012
Truncation-free Online Variational Inference for Bayesian Nonparametric Models NIPS 2012
Bayesian Nonparametric Modeling of Suicide Attempts NIPS 2012
A nonparametric variable clustering model NIPS 2012
Coupling Nonparametric Mixtures via Latent Dirichlet Processes NIPS 2012
A Coupled Indian Buffet Process Model for Collaborative Filtering ACML 2012
Small-Variance Asymptotics for Exponential Family Dirichlet Process Mixture Models NIPS 2012
Scalable imputation of genetic data with a discrete fragmentation-coagulation process NIPS 2012
Effective Split-Merge Monte Carlo Methods for Nonparametric Models of Sequential Data NIPS 2012
Random function priors for exchangeable arrays with applications to graphs and relational data NIPS 2012
Nonparametric Max-Margin Matrix Factorization for Collaborative Prediction NIPS 2012
The Time-Marginalized Coalescent Prior for Hierarchical Clustering 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