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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

Bayesian Nonparametric Hidden Semi-Markov Models JMLR 2013
Small-Variance Asymptotics for Hidden Markov Models NIPS 2013
Gaussian Process Kernels for Pattern Discovery and Extrapolation ICML 2013
Dynamic Clustering via Asymptotics of the Dependent Dirichlet Process Mixture NIPS 2013
Multiscale Dictionary Learning for Estimating Conditional Distributions NIPS 2013
A unifying representation for a class of dependent random measures AISTATS 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
Online Learning of Nonparametric Mixture Models via Sequential Variational Approximation NIPS 2013
Stochastic Variational Inference JMLR 2013
Multi-class Video Co-segmentation with a Generative Multi-video Model CVPR 2013
Memoized Online Variational Inference for Dirichlet Process Mixture Models NIPS 2013
Factorial Multi-Task Learning : A Bayesian Nonparametric Approach ICML 2013
Bayesian Hierarchical Community Discovery NIPS 2013
Efficient Online Inference for Bayesian Nonparametric Relational Models NIPS 2013
Fast Max-Margin Matrix Factorization with Data Augmentation ICML 2013
MAD-Bayes: MAP-based Asymptotic Derivations from Bayes ICML 2013
Dependent Normalized Random Measures ICML 2013
Infinite Markov-Switching Maximum Entropy Discrimination Machines ICML 2013
Parallel Sampling of DP Mixture Models using Sub-Cluster Splits NIPS 2013
Real-Time Inference for a Gamma Process Model of Neural Spiking NIPS 2013
Coupling Nonparametric Mixtures via Latent Dirichlet Processes NIPS 2012
Modelling Reciprocating Relationships with Hawkes Processes NIPS 2012
Scalable imputation of genetic data with a discrete fragmentation-coagulation process NIPS 2012
The Time-Marginalized Coalescent Prior for Hierarchical Clustering NIPS 2012