Probabilistic Modeling

Spectral Methods for Supervised Topic Models NeurIPS 2014 Spectral Methods meet EM: A Provably Optimal Algorithm for Crowdsourcing NeurIPS 2014 Spherical Hamiltonian Monte Carlo for Constrained Target Distributions ICML 2014 Stochastic Inference for Scalable Probabilistic Modeling of Binary Matrices ICML 2014 Structured Recurrent Temporal Restricted Boltzmann Machines ICML 2014 Structure learning of antiferromagnetic Ising models 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 More, the Merrier: the Blessing of Dimensionality for Learning Large Gaussian Mixtures COLT 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 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 A Higher-Order CRF Model for Road Network Extraction CVPR 2013 A Kernel Test for Three-Variable Interactions NeurIPS 2013 A Lazy Man's Approach to Benchmarking: Semisupervised Classifier Evaluation and Recalibration CVPR 2013 Annealing between distributions by averaging moments NeurIPS 2013