Convex Optimization

Unified Methods for Exploiting Piecewise Linear Structure in Convex Optimization NeurIPS 2016 3D Shape Estimation From 2D Landmarks: A Convex Relaxation Approach CVPR 2015 Accelerated Mirror Descent in Continuous and Discrete Time NeurIPS 2015 A Convergent Gradient Descent Algorithm for Rank Minimization and Semidefinite Programming from Random Linear Measurements NeurIPS 2015 A Convex Optimization Approach to Robust Fundamental Matrix Estimation CVPR 2015 Adaptive Primal-Dual Splitting Methods for Statistical Learning and Image Processing NeurIPS 2015 Adaptive Recovery of Signals by Convex Optimization COLT 2015 A Dual Augmented Block Minimization Framework for Learning with Limited Memory NeurIPS 2015 Analysis of Robust PCA via Local Incoherence NeurIPS 2015 Asynchronous stochastic convex optimization: the noise is in the noise and SGD don't care NeurIPS 2015 A Universal Catalyst for First-Order Optimization NeurIPS 2015 A Universal Primal-Dual Convex Optimization Framework NeurIPS 2015 Bandit Smooth Convex Optimization: Improving the Bias-Variance Tradeoff NeurIPS 2015 Barrier Frank-Wolfe for Marginal Inference NeurIPS 2015 COEVOLVE: A Joint Point Process Model for Information Diffusion and Network Co-evolution NeurIPS 2015 Convergence rates of sub-sampled Newton methods NeurIPS 2015 Convex Optimization With Abstract Linear Operators ICCV 2015 Decomposition Bounds for Marginal MAP NeurIPS 2015 Escaping the Local Minima via Simulated Annealing: Optimization of Approximately Convex Functions COLT 2015 Estimating Mixture Models via Mixtures of Polynomials NeurIPS 2015 Fast Randomized Singular Value Thresholding for Nuclear Norm Minimization CVPR 2015 Frank-Wolfe Bayesian Quadrature: Probabilistic Integration with Theoretical Guarantees NeurIPS 2015 Improved Iteration Complexity Bounds of Cyclic Block Coordinate Descent for Convex Problems NeurIPS 2015 Information-theoretic lower bounds for convex optimization with erroneous oracles NeurIPS 2015 Large-Scale Markov Decision Problems with KL Control Cost and its Application to Crowdsourcing ICML 2015