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stochastic optimization

1060 papers

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Also known as

SO SVRG SSO SGD

Co-occurring keywords

regret bound (1918) online learning (1770) variance reduction (520) multi-armed bandit (1091) convex optimization (1320) convergence rate (606) non-convex optimization (546) stochastic gradient descent (1088) gradient descent (1143) nonconvex optimization (316)

Papers

Probabilistic Line Searches for Stochastic Optimization NIPS 2015
Proximal Average Approximated Incremental Gradient Method for Composite Penalty Regularized Empirical Risk Minimization ACML 2015
Scalable Variational Gaussian Process Classification AISTATS 2015
Optimizing Neural Networks with Kronecker-factored Approximate Curvature ICML 2015
Quartz: Randomized Dual Coordinate Ascent with Arbitrary Sampling NIPS 2015
Convergence Analysis of Prediction Markets via Randomized Subspace Descent NIPS 2015
Adaptive Stochastic Optimization: From Sets to Paths NIPS 2015
Escaping the Local Minima via Simulated Annealing: Optimization of Approximately Convex Functions COLT 2015
Convergence rates of sub-sampled Newton methods NIPS 2015
Cheap Bandits ICML 2015
PASSCoDe: Parallel ASynchronous Stochastic dual Co-ordinate Descent ICML 2015
Combinatorial Cascading Bandits NIPS 2015
Stochastic Dual Coordinate Ascent with Adaptive Probabilities ICML 2015
Copula variational inference NIPS 2015
Building Proteins in a Day: Efficient 3D Molecular Reconstruction CVPR 2015
Tight Regret Bounds for Stochastic Combinatorial Semi-Bandits AISTATS 2015
Stochastic Optimization with Importance Sampling for Regularized Loss Minimization ICML 2015
Adaptive Stochastic Alternating Direction Method of Multipliers ICML 2015
Finding Linear Structure in Large Datasets with Scalable Canonical Correlation Analysis ICML 2015
Optimizing Non-decomposable Performance Measures: A Tale of Two Classes ICML 2015
Non-Asymptotic Analysis of a New Bandit Algorithm for Semi-Bounded Rewards JMLR 2015
Stochastic Primal-Dual Coordinate Method for Regularized Empirical Risk Minimization ICML 2015
Large-Scale Markov Decision Problems with KL Control Cost and its Application to Crowdsourcing ICML 2015
Local Smoothness in Variance Reduced Optimization NIPS 2015
Online Density Estimation of Bradley-Terry Models COLT 2015