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bayesian nonparametrics

175 papers

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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

Bayesian estimation of discrete entropy with mixtures of stick-breaking priors NIPS 2012
Modelling Reciprocating Relationships with Hawkes Processes NIPS 2012
An Autoregressive Approach to Nonparametric Hierarchical Dependent Modeling AISTATS 2012
Slice sampling normalized kernel-weighted completely random measure mixture models NIPS 2012
Augment-and-Conquer Negative Binomial Processes NIPS 2012
Discussion of “The Discrete Infinite Logistic Normal Distribution for Mixed-Membership Modeling” AISTATS 2011
Hierarchical Topic Modeling for Analysis of Time-Evolving Personal Choices NIPS 2011
Spatial distance dependent Chinese restaurant processes for image segmentation NIPS 2011
Bayesian Partitioning of Large-Scale Distance Data NIPS 2011
The Kernel Beta Process NIPS 2011
Modelling Genetic Variations using Fragmentation-Coagulation Processes NIPS 2011
Infinite Latent SVM for Classification and Multi-task Learning NIPS 2011
Distance Dependent Chinese Restaurant Processes JMLR 2011
Inferring Interaction Networks using the IBP applied to microRNA Target Prediction NIPS 2011
Construction of Dependent Dirichlet Processes based on Poisson Processes NIPS 2010
Learning invariant features using the Transformed Indian Buffet Process NIPS 2010
Learning the Structure of Deep Sparse Graphical Models AISTATS 2010
Tree-Structured Stick Breaking for Hierarchical Data NIPS 2010
Probabilistic Deterministic Infinite Automata NIPS 2010
Improvements to the Sequence Memoizer NIPS 2010
Dirichlet Process Mixtures of Generalized Linear Models AISTATS 2010
Learning concept graphs from text with stick-breaking priors NIPS 2010
Learning sparse dynamic linear systems using stable spline kernels and exponential hyperpriors NIPS 2010
Infinite Relational Modeling of Functional Connectivity in Resting State fMRI NIPS 2010
Sequential Monte Carlo Samplers for Dirichlet Process Mixtures AISTATS 2010