Stochastic Methods

Sampling from a log-concave distribution with compact support with proximal Langevin Monte Carlo COLT 2017 SCL: Simplifying Distributed SDN Control Planes NSDI 2017 Second-Order Stochastic Optimization for Machine Learning in Linear Time JMLR 2017 Simple strategies for recovering inner products from coarsely quantized random projections NeurIPS 2017 Simultaneous Visual Data Completion and Denoising Based on Tensor Rank and Total Variation Minimization and Its Primal-Dual Splitting Algorithm CVPR 2017 Soft Margin Support Vector Classification as Buffered Probability Minimization JMLR 2017 Softpressure: A Schedule-Driven Backpressure Algorithm for Coping with Network Congestion IJCAI 2017 Staying Ahead of the Game: Adaptive Robust Optimization for Dynamic Allocation of Threat Screening Resources IJCAI 2017 Stepsize Control for Acoustic Feedback Cancellation Based on the Detection of Reverberant Signal Periods and the Estimated System Distance Interspeech 2017 Stochastic Adaptive Quasi-Newton Methods for Minimizing Expected Values ICML 2017 Stochastic Approximation for Canonical Correlation Analysis NeurIPS 2017 Stochastic Composite Least-Squares Regression with Convergence Rate $O(1/n)$ COLT 2017 Stochastic Constraint Programming IJCAI 2017 Stochastic Constraint Programming with And-Or Branch-and-Bound IJCAI 2017 Stochastic Mirror Descent in Variationally Coherent Optimization Problems NeurIPS 2017 Stochastic Modified Equations and Adaptive Stochastic Gradient Algorithms ICML 2017 Stochastic Optimization with Variance Reduction for Infinite Datasets with Finite Sum Structure NeurIPS 2017 Stochastic Primal-Dual Coordinate Method for Regularized Empirical Risk Minimization JMLR 2017 Stochastic Submodular Maximization: The Case of Coverage Functions NeurIPS 2017 Straggler Mitigation in Distributed Optimization Through Data Encoding NeurIPS 2017 Submodular Optimization under Noise COLT 2017 Task-based End-to-end Model Learning in Stochastic Optimization NeurIPS 2017 Temporal Action Co-Segmentation in 3D Motion Capture Data and Videos CVPR 2017 Tensor Decomposition via Simultaneous Power Iteration ICML 2017 The Mixing of Markov Chains on Linear Extensions in Practice IJCAI 2017