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nonparametric bayesian

124 papers

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Also known as

BNP NPB

Co-occurring keywords

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

Learning Label Distribution with Dirichlet Process Mixture Model AAAI 2026
Fine-Grained Change Point Detection for Topic Modeling with Pitman-Yor Process JMLR 2025
A Metalearned Neural Circuit for Nonparametric Bayesian Inference NIPS 2024
Scalable nonparametric Bayesian learning for dynamic velocity fields UAI 2023
Posterior Contraction Rates for Matérn Gaussian Processes on Riemannian Manifolds NIPS 2023
Scale-Invariant Infinite Hierarchical Topic Model ACL 2023
Improving Diachronic Word Sense Induction with a Nonparametric Bayesian method ACL 2023
Importance Weighted Kernel Bayes’ Rule ICML 2022
Amortized Mixing Coupling Processes for Clustering NIPS 2022
Towards a Unified Framework for Uncertainty-aware Nonlinear Variable Selection with Theoretical Guarantees NIPS 2022
Nonparametric Factor Trajectory Learning for Dynamic Tensor Decomposition ICML 2022
Nonparametric Involutive Markov Chain Monte Carlo ICML 2022
Numerical Approximations of Log Gaussian Cox Process (Student Abstract) AAAI 2022
Nonparametric Decomposition of Sparse Tensors ICML 2021
Graph Gamma Process Linear Dynamical Systems AISTATS 2021
Learning Nonparametric Volterra Kernels with Gaussian Processes NIPS 2021
Nonparametric Fisher Geometry with Application to Density Estimation UAI 2020
GaSPing for Utility AAAI 2020
Fragmentation Coagulation Based Mixed Membership Stochastic Blockmodel AAAI 2020
Infinite ShapeOdds: Nonparametric Bayesian Models for Shape Representations AAAI 2020
Nonparametric Bayesian Aggregation for Massive Data JMLR 2019
Nonparametric Regressive Point Processes Based on Conditional Gaussian Processes NIPS 2019
Scalable inference of topic evolution via models for latent geometric structures NIPS 2019
Low-Complexity Nonparametric Bayesian Online Prediction with Universal Guarantees NIPS 2019
Nonparametric Bayesian Lomax delegate racing for survival analysis with competing risks NIPS 2018