Convex Optimization

A New Model and Simple Algorithms for Multi-label Mumford-Shah Problems CVPR 2013 A Practical Rank-Constrained Eight-Point Algorithm for Fundamental Matrix Estimation CVPR 2013 A proximal Newton framework for composite minimization: Graph learning without Cholesky decompositions and matrix inversions ICML 2013 Better Approximation and Faster Algorithm Using the Proximal Average NeurIPS 2013 BIG & QUIC: Sparse Inverse Covariance Estimation for a Million Variables NeurIPS 2013 Block-Coordinate Frank-Wolfe Optimization for Structural SVMs ICML 2013 Convex Calibrated Surrogates for Low-Rank Loss Matrices with Applications to Subset Ranking Losses NeurIPS 2013 Convex Relaxations for Learning Bounded-Treewidth Decomposable Graphs ICML 2013 Convex Relaxations for Permutation Problems NeurIPS 2013 Convex Tensor Decomposition via Structured Schatten Norm Regularization NeurIPS 2013 Convex Two-Layer Modeling NeurIPS 2013 Dimension-Free Exponentiated Gradient NeurIPS 2013 Efficient 3D Endfiring TRUS Prostate Segmentation with Globally Optimized Rotational Symmetry CVPR 2013 Exact and Stable Recovery of Pairwise Interaction Tensors NeurIPS 2013 Fantope Projection and Selection: A near-optimal convex relaxation of sparse PCA NeurIPS 2013 Gauging Association Patterns of Chromosome Territories via Chromatic Median CVPR 2013 Global MAP-Optimality by Shrinking the Combinatorial Search Area with Convex Relaxation NeurIPS 2013 Image Guided Depth Upsampling Using Anisotropic Total Generalized Variation ICCV 2013 Large Scale Distributed Sparse Precision Estimation NeurIPS 2013 Lasso Screening Rules via Dual Polytope Projection NeurIPS 2013 Learning Convex QP Relaxations for Structured Prediction ICML 2013 Learning Halfspaces Under Log-Concave Densities: Polynomial Approximations and Moment Matching COLT 2013 Linear Convergence with Condition Number Independent Access of Full Gradients NeurIPS 2013 Matrix Completion From any Given Set of Observations NeurIPS 2013 Maximum Volume Clustering: A New Discriminative Clustering Approach JMLR 2013