Graphical Models

Scalable Semidefinite Relaxation for Maximum A Posterior Estimation ICML 2014 Scaling-up Importance Sampling for Markov Logic Networks NeurIPS 2014 Scene Labeling Using Beam Search Under Mutex Constraints CVPR 2014 Signal Aggregate Constraints in Additive Factorial HMMs, with Application to Energy Disaggregation NeurIPS 2014 Simple MAP Inference via Low-Rank Relaxations NeurIPS 2014 Spectral Graph Reduction for Efficient Image and Streaming Video Segmentation CVPR 2014 Spectral Learning of Mixture of Hidden Markov Models NeurIPS 2014 Structure Regularization for Structured Prediction NeurIPS 2014 Testing Unfaithful Gaussian Graphical Models NeurIPS 2014 3D Scene Understanding by Voxel-CRF ICCV 2013 Action Recognition by Hierarchical Sequence Summarization CVPR 2013 Active MAP Inference in CRFs for Efficient Semantic Segmentation ICCV 2013 Adaptive Sparsity in Gaussian Graphical Models ICML 2013 A Fast and Exact Energy Minimization Algorithm for Cycle MRFs ICML 2013 A Fully-Connected Layered Model of Foreground and Background Flow CVPR 2013 A Global Approach for the Detection of Vanishing Points and Mutually Orthogonal Vanishing Directions CVPR 2013 A Graphical Transformation for Belief Propagation: Maximum Weight Matchings and Odd-Sized Cycles NeurIPS 2013 A Kernel Test for Three-Variable Interactions NeurIPS 2013 A* Lasso for Learning a Sparse Bayesian Network Structure for Continuous Variables NeurIPS 2013 Analyzing the Harmonic Structure in Graph-Based Learning NeurIPS 2013 A Parallel, Block Greedy Method for Sparse Inverse Covariance Estimation for Ultra-high Dimensions AISTATS 2013 A Principled Deep Random Field Model for Image Segmentation CVPR 2013 A proximal Newton framework for composite minimization: Graph learning without Cholesky decompositions and matrix inversions ICML 2013 Bayesian Estimation of Latently-grouped Parameters in Undirected Graphical Models NeurIPS 2013 Bayesian inference as iterated random functions with applications to sequential inference in graphical models NeurIPS 2013