stochastic optimization

Deep Neural Decision Forests ICCV 2015 Escaping the Local Minima via Simulated Annealing: Optimization of Approximately Convex Functions COLT 2015 Fast Rates for Exp-concave Empirical Risk Minimization NeurIPS 2015 Finding Linear Structure in Large Datasets with Scalable Canonical Correlation Analysis ICML 2015 Global Convergence of Online Limited Memory BFGS JMLR 2015 Large-Scale Markov Decision Problems with KL Control Cost and its Application to Crowdsourcing ICML 2015 Local Smoothness in Variance Reduced Optimization NeurIPS 2015 Lower and Upper Bounds on the Generalization of Stochastic Exponentially Concave Optimization COLT 2015 Non-Asymptotic Analysis of a New Bandit Algorithm for Semi-Bounded Rewards JMLR 2015 Online Density Estimation of Bradley-Terry Models COLT 2015 Optimal Regret Analysis of Thompson Sampling in Stochastic Multi-armed Bandit Problem with Multiple Plays ICML 2015 Optimization Monte Carlo: Efficient and Embarrassingly Parallel Likelihood-Free Inference NeurIPS 2015 Optimizing Neural Networks with Kronecker-factored Approximate Curvature ICML 2015 Optimizing Non-decomposable Performance Measures: A Tale of Two Classes ICML 2015 PASSCoDe: Parallel ASynchronous Stochastic dual Co-ordinate Descent ICML 2015 Probabilistic Line Searches for Stochastic Optimization NeurIPS 2015 Proximal Average Approximated Incremental Gradient Method for Composite Penalty Regularized Empirical Risk Minimization ACML 2015 Qualitative Multi-Armed Bandits: A Quantile-Based Approach ICML 2015 Quartz: Randomized Dual Coordinate Ascent with Arbitrary Sampling NeurIPS 2015 Regret Lower Bound and Optimal Algorithm in Finite Stochastic Partial Monitoring NeurIPS 2015 Revenue Optimization against Strategic Buyers NeurIPS 2015 Scalable Variational Gaussian Process Classification AISTATS 2015 Scale Up Nonlinear Component Analysis with Doubly Stochastic Gradients NeurIPS 2015 Stochastic Dual Coordinate Ascent with Adaptive Probabilities ICML 2015 Stochastic Optimization with Importance Sampling for Regularized Loss Minimization ICML 2015