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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

Permuton-induced Chinese Restaurant Process NIPS 2021
Bayesian nonparametric model for arbitrary cubic partitioning ACML 2021
Leveraging probabilistic circuits for nonparametric multi-output regression UAI 2021
Nonparametric Fisher Geometry with Application to Density Estimation UAI 2020
Distributed, partially collapsed MCMC for Bayesian Nonparametrics AISTATS 2020
GPIRT: A Gaussian Process Model for Item Response Theory UAI 2020
Slice Sampling for General Completely Random Measures UAI 2020
A New Class of Time Dependent Latent Factor Models with Applications JMLR 2020
Fragmentation Coagulation Based Mixed Membership Stochastic Blockmodel AAAI 2020
Variational Inference for Sparse Gaussian Process Modulated Hawkes Process AAAI 2020
A Bayesian Nonparametrics View into Deep Representations NIPS 2020
Non-exchangeable feature allocation models with sublinear growth of the feature sizes AISTATS 2020
Deep Bayesian Nonparametric Learning of Rules and Plans from Demonstrations with a Learned Automaton Prior AAAI 2020
Nonparametric Bayesian Deep Networks with Local Competition ICML 2019
Beyond the Chinese Restaurant and Pitman-Yor processes: Statistical Models with double power-law behavior ICML 2019
Learning Models of Sequential Decision-Making with Partial Specification of Agent Behavior AAAI 2019
The LORACs Prior for VAEs: Letting the Trees Speak for the Data AISTATS 2019
Infinite Mixture Prototypes for Few-shot Learning ICML 2019
Statistical Model Aggregation via Parameter Matching NIPS 2019
Variational Russian Roulette for Deep Bayesian Nonparametrics ICML 2019
Bayesian Nonparametric Spectral Estimation NIPS 2018
Nonparametric learning from Bayesian models with randomized objective functions NIPS 2018
Rectangular Bounding Process NIPS 2018
Parsimonious Bayesian deep networks NIPS 2018
The Binary Space Partitioning-Tree Process AISTATS 2018