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Stochastic Methods

2788 directly classified papers

Papers per year

Papers

A Unified Variance Reduction-Based Framework for Nonconvex Low-Rank Matrix Recovery ICML 2017
Noise-Blind Image Deblurring CVPR 2017
Softpressure: A Schedule-Driven Backpressure Algorithm for Coping with Network Congestion IJCAI 2017
Stepsize Control for Acoustic Feedback Cancellation Based on the Detection of Reverberant Signal Periods and the Estimated System Distance INTERSPEECH 2017
Simultaneous Visual Data Completion and Denoising Based on Tensor Rank and Total Variation Minimization and Its Primal-Dual Splitting Algorithm CVPR 2017
New Metrics and Algorithms for Stochastic Goal Recognition Design Problems IJCAI 2017
Order Statistics for Probabilistic Graphical Models IJCAI 2017
Heterogeneous Sensor Fusion for Accurate State Estimation of Dynamic Legged Robots RSS 2017
Deformable Rapidly-Exploring Random Trees RSS 2017
Evaluating Trajectory Collision Probability through Adaptive Importance Sampling for Safe Motion Planning RSS 2017
Tensor Decomposition via Simultaneous Power Iteration ICML 2017
Gradient Coding: Avoiding Stragglers in Distributed Learning ICML 2017
Distributed Mean Estimation with Limited Communication ICML 2017
Fractional Langevin Monte Carlo: Exploring Levy Driven Stochastic Differential Equations for Markov Chain Monte Carlo ICML 2017
XOR-Sampling for Network Design with Correlated Stochastic Events IJCAI 2017
Accelerated Doubly Stochastic Gradient Algorithm for Large-scale Empirical Risk Minimization IJCAI 2017
Discovering and Exploiting Additive Structure for Bayesian Optimization AISTATS 2017
Relativistic Monte Carlo AISTATS 2017
Finite-sum Composition Optimization via Variance Reduced Gradient Descent AISTATS 2017
Black-box Importance Sampling AISTATS 2017
Hit-and-Run for Sampling and Planning in Non-Convex Spaces AISTATS 2017
Faster Coordinate Descent via Adaptive Importance Sampling AISTATS 2017
CPSG-MCMC: Clustering-Based Preprocessing method for Stochastic Gradient MCMC AISTATS 2017
Removing Phase Transitions from Gibbs Measures AISTATS 2017
Online Learning with Local Permutations and Delayed Feedback ICML 2017