Nonparametric Bayesian

Scalable Adaptation of State Complexity for Nonparametric Hidden Markov Models NeurIPS 2015 Streaming, Distributed Variational Inference for Bayesian Nonparametrics NeurIPS 2015 Tree-Guided MCMC Inference for Normalized Random Measure Mixture Models NeurIPS 2015 A Probabilistic Framework for Multimodal Retrieval using Integrative Indian Buffet Process NeurIPS 2014 Automatic Discovery of Cognitive Skills to Improve the Prediction of Student Learning NeurIPS 2014 Beta-Negative Binomial Process and Exchangeable Random Partitions for Mixed-Membership Modeling NeurIPS 2014 Dependent nonparametric trees for dynamic hierarchical clustering NeurIPS 2014 General Table Completion using a Bayesian Nonparametric Model NeurIPS 2014 Information-based learning by agents in unbounded state spaces NeurIPS 2014 Non-Parametric Bayesian Constrained Local Models CVPR 2014 Nonparametric Bayesian inference on multivariate exponential families NeurIPS 2014 Parallel Sampling of HDPs using Sub-Cluster Splits NeurIPS 2014 Poisson Process Jumping between an Unknown Number of Rates: Application to Neural Spike Data NeurIPS 2014 Robust Bayesian Max-Margin Clustering NeurIPS 2014 Scaling Nonparametric Bayesian Inference via Subsample-Annealing AISTATS 2014 Spectral Methods for Indian Buffet Process Inference NeurIPS 2014 The Infinite Mixture of Infinite Gaussian Mixtures NeurIPS 2014 A simple example of Dirichlet process mixture inconsistency for the number of components NeurIPS 2013 Bayesian Estimation of Latently-grouped Parameters in Undirected Graphical Models NeurIPS 2013 Bayesian Hierarchical Community Discovery NeurIPS 2013 Binary to Bushy: Bayesian Hierarchical Clustering with the Beta Coalescent NeurIPS 2013 Dynamic Clustering via Asymptotics of the Dependent Dirichlet Process Mixture NeurIPS 2013 Efficient Online Inference for Bayesian Nonparametric Relational Models NeurIPS 2013 Multiscale Dictionary Learning for Estimating Conditional Distributions NeurIPS 2013 Nonparametric Multi-group Membership Model for Dynamic Networks NeurIPS 2013