Convex Optimization

LASSO with Non-linear Measurements is Equivalent to One With Linear Measurements NeurIPS 2015 LMI-Based 2D-3D Registration: From Uncalibrated Images to Euclidean Scene CVPR 2015 On the Global Linear Convergence of Frank-Wolfe Optimization Variants NeurIPS 2015 Quartz: Randomized Dual Coordinate Ascent with Arbitrary Sampling NeurIPS 2015 Regularization-Free Estimation in Trace Regression with Symmetric Positive Semidefinite Matrices NeurIPS 2015 Robust Camera Location Estimation by Convex Programming CVPR 2015 Robust Nonrigid Registration by Convex Optimization ICCV 2015 Self Scaled Regularized Robust Regression CVPR 2015 Semi-Proximal Mirror-Prox for Nonsmooth Composite Minimization NeurIPS 2015 Smooth and Strong: MAP Inference with Linear Convergence NeurIPS 2015 Sum-of-Squares Lower Bounds for Sparse PCA NeurIPS 2015 The entropic barrier: a simple and optimal universal self-concordant barrier COLT 2015 Time-Sensitive Recommendation From Recurrent User Activities NeurIPS 2015 Weighted Theta Functions and Embeddings with Applications to Max-Cut, Clustering and Summarization NeurIPS 2015 Wide Baseline Stereo Matching With Convex Bounded Distortion Constraints ICCV 2015 Accelerated Mini-batch Randomized Block Coordinate Descent Method NeurIPS 2014 A Convex Formulation for Mixed Regression with Two Components: Minimax Optimal Rates COLT 2014 A Convex Relaxation of the Ambrosio--Tortorelli Elliptic Functionals for the Mumford-Shah Functional CVPR 2014 A Differential Equation for Modeling Nesterov’s Accelerated Gradient Method: Theory and Insights NeurIPS 2014 An Accelerated Proximal Coordinate Gradient Method NeurIPS 2014 Bandit Convex Optimization: Towards Tight Bounds NeurIPS 2014 Beyond the Birkhoff Polytope: Convex Relaxations for Vector Permutation Problems NeurIPS 2014 Bregman Alternating Direction Method of Multipliers NeurIPS 2014 Clustering from Labels and Time-Varying Graphs NeurIPS 2014 Concavity of reweighted Kikuchi approximation NeurIPS 2014