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nonparametric bayesian

124 papers

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bayesian nonparametrics (175) bayesian inference (1904) dirichlet process (132) gaussian process (1198) variational inference (2069) indian buffet process (40) bayesian nonparametric (137) markov chain monte carlo (724) gibbs sampling (201) hierarchical dirichlet process (49)

Papers

Small-Variance Asymptotics for Nonparametric Bayesian Overlapping Stochastic Blockmodels IJCAI 2018
Nested CRP with Hawkes-Gaussian Processes AISTATS 2018
Nonparametric Bayesian sparse graph linear dynamical systems AISTATS 2018
Nonparametric Bayesian Lomax delegate racing for survival analysis with competing risks NIPS 2018
Rectangular Bounding Process NIPS 2018
Tensor-Dictionary Learning with Deep Kruskal-Factor Analysis AISTATS 2017
Learning Nonparametric Forest Graphical Models with Prior Information AISTATS 2017
Deep Multi-task Gaussian Processes for Survival Analysis with Competing Risks NIPS 2017
Noise-Clustered Distant Supervision for Relation Extraction: A Nonparametric Bayesian Perspective EMNLP 2017
Latent Feature Lasso ICML 2017
A Density-based Nonparametric Model for Online Event Discovery from the Social Media Data IJCAI 2017
Convergence rates of a partition based Bayesian multivariate density estimation method NIPS 2017
Flexible Models for Microclustering with Application to Entity Resolution NIPS 2016
Gaussian process nonparametric tensor estimator and its minimax optimality ICML 2016
A Nonparametric Bayesian Approach for Spoken Term Detection by Example Query INTERSPEECH 2016
Nonparametric Bayesian Factor Analysis for Dynamic Count Matrices AISTATS 2015
Scalable Nonparametric Multiway Data Analysis AISTATS 2015
Particle Gibbs for Infinite Hidden Markov Models NIPS 2015
A Bayesian nonparametric procedure for comparing algorithms ICML 2015
Learning structured densities via infinite dimensional exponential families NIPS 2015
Bayesian and Empirical Bayesian Forests ICML 2015
A Nonparametric Bayesian Approach Toward Stacked Convolutional Independent Component Analysis ICCV 2015
Infinite Edge Partition Models for Overlapping Community Detection and Link Prediction AISTATS 2015
Adaptive Low-Complexity Sequential Inference for Dirichlet Process Mixture Models NIPS 2015
Online Bayesian Passive-Aggressive Learning ICML 2014