stochastic optimization

Loss-Proportional Subsampling for Subsequent ERM ICML 2013 Memoized Online Variational Inference for Dirichlet Process Mixture Models NeurIPS 2013 Mini-Batch Primal and Dual Methods for SVMs ICML 2013 Mixed Optimization for Smooth Functions NeurIPS 2013 Multi-armed Bandit Problem with Lock-up Periods ACML 2013 Near-optimal Batch Mode Active Learning and Adaptive Submodular Optimization ICML 2013 O(logT) Projections for Stochastic Optimization of Smooth and Strongly Convex Functions ICML 2013 Online Learning of Dynamic Parameters in Social Networks NeurIPS 2013 Online PCA for Contaminated Data NeurIPS 2013 Online Robust PCA via Stochastic Optimization NeurIPS 2013 Open Problem: Fast Stochastic Exp-Concave Optimization COLT 2013 Optimal Discovery with Probabilistic Expert Advice: Finite Time Analysis and Macroscopic Optimality JMLR 2013 Passive Learning with Target Risk COLT 2013 Sensor Selection in High-Dimensional Gaussian Trees with Nuisances NeurIPS 2013 Solving inverse problem of Markov chain with partial observations NeurIPS 2013 Sparsity Regret Bounds for Individual Sequences in Online Linear Regression JMLR 2013 Stochastic Alternating Direction Method of Multipliers ICML 2013 Stochastic Convex Optimization with Multiple Objectives NeurIPS 2013 Stochastic Deconvolution CVPR 2013 Stochastic Dual Coordinate Ascent Methods for Regularized Loss Minimization JMLR 2013 Stochastic Majorization-Minimization Algorithms for Large-Scale Optimization NeurIPS 2013 Stochastic Optimization of PCA with Capped MSG NeurIPS 2013 Stochastic Simultaneous Optimistic Optimization ICML 2013 The Cross-Entropy Method Optimizes for Quantiles ICML 2013 The Fast Convergence of Incremental PCA NeurIPS 2013