Nonparametric Bayesian

Slice sampling normalized kernel-weighted completely random measure mixture models NeurIPS 2012 Small-Variance Asymptotics for Exponential Family Dirichlet Process Mixture Models NeurIPS 2012 Stick-Breaking Beta Processes and the Poisson Process AISTATS 2012 The Time-Marginalized Coalescent Prior for Hierarchical Clustering NeurIPS 2012 Truly Nonparametric Online Variational Inference for Hierarchical Dirichlet Processes NeurIPS 2012 Truncation-free Online Variational Inference for Bayesian Nonparametric Models NeurIPS 2012 Anatomically Constrained Decoding of Finger Flexion from Electrocorticographic Signals NeurIPS 2011 An ideal observer model for identifying the reference frame of objects NeurIPS 2011 Bayesian Partitioning of Large-Scale Distance Data NeurIPS 2011 Clustering via Dirichlet Process Mixture Models for Portable Skill Discovery NeurIPS 2011 Gaussian process modulated renewal processes NeurIPS 2011 Hierarchical Topic Modeling for Analysis of Time-Evolving Personal Choices NeurIPS 2011 Inferring Interaction Networks using the IBP applied to microRNA Target Prediction NeurIPS 2011 Infinite Latent SVM for Classification and Multi-task Learning NeurIPS 2011 Modelling Genetic Variations using Fragmentation-Coagulation Processes NeurIPS 2011 On the Analysis of Multi-Channel Neural Spike Data NeurIPS 2011 Priors over Recurrent Continuous Time Processes NeurIPS 2011 Spatial distance dependent Chinese restaurant processes for image segmentation NeurIPS 2011 The Doubly Correlated Nonparametric Topic Model NeurIPS 2011 The Kernel Beta Process NeurIPS 2011 Categories and Functional Units: An Infinite Hierarchical Model for Brain Activations NeurIPS 2010 Construction of Dependent Dirichlet Processes based on Poisson Processes NeurIPS 2010 Cross Species Expression Analysis using a Dirichlet Process Mixture Model with Latent Matchings NeurIPS 2010 Dynamic Infinite Relational Model for Time-varying Relational Data Analysis NeurIPS 2010 Infinite Relational Modeling of Functional Connectivity in Resting State fMRI NeurIPS 2010