Probabilistic Modeling

Understanding Protein Dynamics with L1-Regularized Reversible Hidden Markov Models ICML 2014 Unsupervised Transcription of Piano Music NeurIPS 2014 Variational Inference for Sequential Distance Dependent Chinese Restaurant Process ICML 2014 A Deep Sum-Product Architecture for Robust Facial Attributes Analysis ICCV 2013 A Determinantal Point Process Latent Variable Model for Inhibition in Neural Spiking Data NeurIPS 2013 A Framework for Evaluating Approximation Methods for Gaussian Process Regression JMLR 2013 A Graphical Transformation for Belief Propagation: Maximum Weight Matchings and Odd-Sized Cycles NeurIPS 2013 A non-IID Framework for Collaborative Filtering with Restricted Boltzmann Machines ICML 2013 Approximate Bayesian Image Interpretation using Generative Probabilistic Graphics Programs NeurIPS 2013 Approximate Gaussian process inference for the drift function in stochastic differential equations NeurIPS 2013 Approximate Inference in Continuous Determinantal Processes NeurIPS 2013 Approximate inference in latent Gaussian-Markov models from continuous time observations NeurIPS 2013 Approximate Representations for Multi-Robot Control Policies that Maximize Mutual Information RSS 2013 A recursive estimate for the predictive likelihood in a topic model AISTATS 2013 A Scalable Approach to Probabilistic Latent Space Inference of Large-Scale Networks NeurIPS 2013 A simple example of Dirichlet process mixture inconsistency for the number of components NeurIPS 2013 A Unified Probabilistic Approach Modeling Relationships between Attributes and Objects ICCV 2013 A unifying representation for a class of dependent random measures AISTATS 2013 A Variational Approximation for Topic Modeling of Hierarchical Corpora ICML 2013 Bayesian Canonical Correlation Analysis JMLR 2013 Bayesian Estimation of Latently-grouped Parameters in Undirected Graphical Models NeurIPS 2013 Belief Propagation for Continuous State Spaces: Stochastic Message-Passing with Quantitative Guarantees JMLR 2013 Bethe Bounds and Approximating the Global Optimum AISTATS 2013 Characterizing Layouts of Outdoor Scenes Using Spatial Topic Processes ICCV 2013 Classifying With Confidence From Incomplete Information JMLR 2013