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Nonparametric Bayesian

86 directly classified papers

Papers per year

Papers

Dependent nonparametric trees for dynamic hierarchical clustering NIPS 2014
Beta-Negative Binomial Process and Exchangeable Random Partitions for Mixed-Membership Modeling NIPS 2014
Scaling Nonparametric Bayesian Inference via Subsample-Annealing AISTATS 2014
Non-Parametric Bayesian Constrained Local Models CVPR 2014
Nonparametric Bayesian inference on multivariate exponential families NIPS 2014
Parallel Sampling of HDPs using Sub-Cluster Splits NIPS 2014
Online Learning of Nonparametric Mixture Models via Sequential Variational Approximation NIPS 2013
Dynamic Clustering via Asymptotics of the Dependent Dirichlet Process Mixture NIPS 2013
Efficient Online Inference for Bayesian Nonparametric Relational Models NIPS 2013
A simple example of Dirichlet process mixture inconsistency for the number of components NIPS 2013
Spike train entropy-rate estimation using hierarchical Dirichlet process priors NIPS 2013
Parallel Sampling of DP Mixture Models using Sub-Cluster Splits NIPS 2013
Nonparametric Multi-group Membership Model for Dynamic Networks NIPS 2013
Multiscale Dictionary Learning for Estimating Conditional Distributions NIPS 2013
Stick-Breaking Beta Processes and the Poisson Process AISTATS 2012
Beta-Negative Binomial Process and Poisson Factor Analysis AISTATS 2012
A Nonparametric Conjugate Prior Distribution for the Maximizing Argument of a Noisy Function NIPS 2012
Truncation-free Online Variational Inference for Bayesian Nonparametric Models NIPS 2012
Coupling Nonparametric Mixtures via Latent Dirichlet Processes NIPS 2012
Small-Variance Asymptotics for Exponential Family Dirichlet Process Mixture Models NIPS 2012
Augment-and-Conquer Negative Binomial Processes NIPS 2012
Bayesian nonparametric models for ranked data NIPS 2012
Slice sampling normalized kernel-weighted completely random measure mixture models NIPS 2012
Effective Split-Merge Monte Carlo Methods for Nonparametric Models of Sequential Data NIPS 2012
The Time-Marginalized Coalescent Prior for Hierarchical Clustering NIPS 2012