Bayesian Inference

An Efficient Sequential Monte Carlo Algorithm for Coalescent Clustering NeurIPS 2008 A spatially varying two-sample recombinant coalescent, with applications to HIV escape response NeurIPS 2008 Automatic PCA Dimension Selection for High Dimensional Data and Small Sample Sizes JMLR 2008 Bayesian Experimental Design of Magnetic Resonance Imaging Sequences NeurIPS 2008 Bayesian Exponential Family PCA NeurIPS 2008 Bayesian Kernel Shaping for Learning Control NeurIPS 2008 Bayesian Model of Behaviour in Economic Games NeurIPS 2008 Bayesian Network Score Approximation using a Metagraph Kernel NeurIPS 2008 Bayesian Synchronous Grammar Induction NeurIPS 2008 Bounds on marginal probability distributions NeurIPS 2008 Characterizing response behavior in multisensory perception with conflicting cues NeurIPS 2008 Continuously-adaptive discretization for message-passing algorithms NeurIPS 2008 Counting Solution Clusters in Graph Coloring Problems Using Belief Propagation NeurIPS 2008 Dependent Dirichlet Process Spike Sorting NeurIPS 2008 Designing neurophysiology experiments to optimally constrain receptive field models along parametric submanifolds NeurIPS 2008 Efficient Inference in Phylogenetic InDel Trees NeurIPS 2008 Efficient Sampling for Gaussian Process Inference using Control Variables NeurIPS 2008 Estimating the Location and Orientation of Complex, Correlated Neural Activity using MEG NeurIPS 2008 Evaluating probabilities under high-dimensional latent variable models NeurIPS 2008 Extracting State Transition Dynamics from Multiple Spike Trains with Correlated Poisson HMM NeurIPS 2008 Fast Computation of Posterior Mode in Multi-Level Hierarchical Models NeurIPS 2008 Fast Probabilistic Labeling of City Maps RSS 2008 Finding Optimal Bayesian Network Given a Super-Structure JMLR 2008 Gates NeurIPS 2008 Generative and Discriminative Learning with Unknown Labeling Bias NeurIPS 2008