Bayesian & Probabilistic

Stochastic Inference for Scalable Probabilistic Modeling of Binary Matrices ICML 2014 Stochastic variational inference for hidden Markov models NeurIPS 2014 Structured Recurrent Temporal Restricted Boltzmann Machines ICML 2014 Structure learning of antiferromagnetic Ising models NeurIPS 2014 Subspace Embeddings for the Polynomial Kernel NeurIPS 2014 Testing Unfaithful Gaussian Graphical Models NeurIPS 2014 The Bayesian Case Model: A Generative Approach for Case-Based Reasoning and Prototype Classification NeurIPS 2014 The Dependent Dirichlet Process Mixture of Objects for Detection-free Tracking and Object Modeling AISTATS 2014 The Infinite Mixture of Infinite Gaussian Mixtures NeurIPS 2014 The More, the Merrier: the Blessing of Dimensionality for Learning Large Gaussian Mixtures COLT 2014 Tilted Variational Bayes AISTATS 2014 Towards Maximum Likelihood: Learning Undirected Graphical Models using Persistent Sequential Monte Carlo ACML 2014 Tracking on the Product Manifold of Shape and Orientation for Tractography from Diffusion MRI CVPR 2014 Tree-structured Gaussian Process Approximations NeurIPS 2014 Uniqueness of Tensor Decompositions with Applications to Polynomial Identifiability COLT 2014 Variational Gaussian Process State-Space Models NeurIPS 2014 3D Scene Understanding by Voxel-CRF ICCV 2013 Accurate and Robust Registration of Nonrigid Surface Using Hierarchical Statistical Shape Model CVPR 2013 Active Learning for Multi-Objective Optimization ICML 2013 Active Learning for Probabilistic Hypotheses Using the Maximum Gibbs Error Criterion NeurIPS 2013 Active Visual Recognition with Expertise Estimation in Crowdsourcing ICCV 2013 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 Fast and Exact Energy Minimization Algorithm for Cycle MRFs ICML 2013 A Graphical Transformation for Belief Propagation: Maximum Weight Matchings and Odd-Sized Cycles NeurIPS 2013