Bayesian & Probabilistic

Decoupling Sparsity and Smoothness in the Discrete Hierarchical Dirichlet Process NeurIPS 2009 Dirichlet-Bernoulli Alignment: A Generative Model for Multi-Class Multi-Label Multi-Instance Corpora NeurIPS 2009 Discriminative Network Models of Schizophrenia NeurIPS 2009 Distributed Algorithms for Topic Models JMLR 2009 Estimating image bases for visual image reconstruction from human brain activity NeurIPS 2009 Explaining human multiple object tracking as resource-constrained approximate inference in a dynamic probabilistic model NeurIPS 2009 Exploring Functional Connectivities of the Human Brain using Multivariate Information Analysis NeurIPS 2009 Exponential Family Graph Matching and Ranking NeurIPS 2009 FACTORIE: Probabilistic Programming via Imperatively Defined Factor Graphs NeurIPS 2009 Factor Modeling for Advertisement Targeting NeurIPS 2009 Free energy score space NeurIPS 2009 From PAC-Bayes Bounds to KL Regularization NeurIPS 2009 Gaussian process regression with Student-t likelihood NeurIPS 2009 Generalization Errors and Learning Curves for Regression with Multi-task Gaussian Processes NeurIPS 2009 Graph Zeta Function in the Bethe Free Energy and Loopy Belief Propagation NeurIPS 2009 Hierarchical Learning of Dimensional Biases in Human Categorization NeurIPS 2009 Hierarchical Mixture of Classification Experts Uncovers Interactions between Brain Regions NeurIPS 2009 Hierarchical Modeling of Local Image Features through L_p-Nested Symmetric Distributions NeurIPS 2009 Improving Existing Fault Recovery Policies NeurIPS 2009 Indian Buffet Processes with Power-law Behavior NeurIPS 2009 Inter-domain Gaussian Processes for Sparse Inference using Inducing Features NeurIPS 2009 Kernels and learning curves for Gaussian process regression on random graphs NeurIPS 2009 Know Thy Neighbour: A Normative Theory of Synaptic Depression NeurIPS 2009 Large Scale Nonparametric Bayesian Inference: Data Parallelisation in the Indian Buffet Process NeurIPS 2009 Learning a Small Mixture of Trees NeurIPS 2009