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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

Dependent Relational Gamma Process Models for Longitudinal Networks ICML 2018
On the Model Shrinkage Effect of Gamma Process Edge Partition Models NIPS 2017
Efficient Global Point Cloud Alignment Using Bayesian Nonparametric Mixtures CVPR 2017
A Birth-Death Process for Feature Allocation ICML 2017
An Infinite Hidden Markov Model With Similarity-Biased Transitions ICML 2017
Refinery: An Open Source Topic Modeling Web Platform JMLR 2017
Generalized Pólya Urn for Time-Varying Pitman-Yor Processes JMLR 2017
Compressed Nonparametric Language Modelling IJCAI 2017
Infinite Hidden Semi-Markov Modulated Interaction Point Process NIPS 2016
Geometric Dirichlet Means Algorithm for topic inference NIPS 2016
Breaking Sticks and Ambiguities with Adaptive Skip-gram AISTATS 2016
On collapsed representation of hierarchical Completely Random Measures ICML 2016
Completely random measures for modelling block-structured sparse networks NIPS 2016
Bayesian Nonparametric Kernel-Learning AISTATS 2016
Nonparametric Network Models for Link Prediction JMLR 2016
A Sufficient Statistics Construction of Exponential Family Lévy Measure Densities for Nonparametric Conjugate Models AISTATS 2015
Nonparametric Bayesian Factor Analysis for Dynamic Count Matrices AISTATS 2015
Bayesian Nonparametric Covariance Regression JMLR 2015
Metadata Dependent Mondrian Processes ICML 2015
A hybrid sampler for Poisson-Kingman mixture models NIPS 2015
A Convex Exemplar-based Approach to MAD-Bayes Dirichlet Process Mixture Models ICML 2015
An Empirical Study of Stochastic Variational Inference Algorithms for the Beta Bernoulli Process ICML 2015
A Dirichlet Process Mixture Model for Spherical Data AISTATS 2015
Streaming, Distributed Variational Inference for Bayesian Nonparametrics NIPS 2015
Coresets for Nonparametric Estimation - the Case of DP-Means ICML 2015