Bayesian Inference

Perceptual Multistability as Markov Chain Monte Carlo Inference NeurIPS 2009 Perturbation Corrections in Approximate Inference: Mixture Modelling Applications JMLR 2009 Python Environment for Bayesian Learning: Inferring the Structure of Bayesian Networks from Knowledge and Data JMLR 2009 Rethinking LDA: Why Priors Matter NeurIPS 2009 Sensitivity analysis in HMMs with application to likelihood maximization NeurIPS 2009 Sequential effects reflect parallel learning of multiple environmental regularities NeurIPS 2009 Spatial Normalized Gamma Processes NeurIPS 2009 Speeding up Magnetic Resonance Image Acquisition by Bayesian Multi-Slice Adaptive Compressed Sensing NeurIPS 2009 The Wisdom of Crowds in the Recollection of Order Information NeurIPS 2009 Whose Vote Should Count More: Optimal Integration of Labels from Labelers of Unknown Expertise NeurIPS 2009 Accelerating Bayesian Inference over Nonlinear Differential Equations with Gaussian Processes NeurIPS 2008 Adapting to a Market Shock: Optimal Sequential Market-Making NeurIPS 2008 Adaptive Body Scheme Models for Robust Robotic Manipulation RSS 2008 Analyzing human feature learning as nonparametric Bayesian inference NeurIPS 2008 A rational model of preference learning and choice prediction by children NeurIPS 2008 A spatially varying two-sample recombinant coalescent, with applications to HIV escape response NeurIPS 2008 Bayesian Experimental Design of Magnetic Resonance Imaging Sequences NeurIPS 2008 Bayesian Exponential Family PCA NeurIPS 2008 Bayesian Model of Behaviour in Economic Games 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 Designing neurophysiology experiments to optimally constrain receptive field models along parametric submanifolds NeurIPS 2008 Efficient Inference in Phylogenetic InDel Trees NeurIPS 2008