Stochastic Methods

Efficient Algorithms And Representations For Chance-constrained Mixed Constraint Programming IJCAI 2017 Efficient and Flexible Inference for Stochastic Systems NeurIPS 2017 Efficient Sampling from Time-Varying Log-Concave Distributions JMLR 2017 Efficient Use of Limited-Memory Accelerators for Linear Learning on Heterogeneous Systems NeurIPS 2017 Evaluating Trajectory Collision Probability through Adaptive Importance Sampling for Safe Motion Planning RSS 2017 FALKON: An Optimal Large Scale Kernel Method NeurIPS 2017 Faster and Non-ergodic O(1/K) Stochastic Alternating Direction Method of Multipliers NeurIPS 2017 Faster Coordinate Descent via Adaptive Importance Sampling AISTATS 2017 Finite-sum Composition Optimization via Variance Reduced Gradient Descent AISTATS 2017 First-Order Adaptive Sample Size Methods to Reduce Complexity of Empirical Risk Minimization NeurIPS 2017 Fitting Low-Rank Tensors in Constant Time NeurIPS 2017 Fractional Langevin Monte Carlo: Exploring Levy Driven Stochastic Differential Equations for Markov Chain Monte Carlo ICML 2017 Gradient Coding: Avoiding Stragglers in Distributed Learning ICML 2017 Heterogeneous Sensor Fusion for Accurate State Estimation of Dynamic Legged Robots RSS 2017 Heuristic Online Goal Recognition in Continuous Domains IJCAI 2017 High-Dimensional Variance-Reduced Stochastic Gradient Expectation-Maximization Algorithm ICML 2017 Hit-and-Run for Sampling and Planning in Non-Convex Spaces AISTATS 2017 I-dual: Solving Constrained SSPs via Heuristic Search in the Dual Space IJCAI 2017 Improving Gibbs Sampler Scan Quality with DoGS ICML 2017 Job Selection in a Network of Autonomous UAVs for Delivery of Goods RSS 2017 Large-Scale Data-Dependent Kernel Approximation AISTATS 2017 Large-Scale Quadratically Constrained Quadratic Program via Low-Discrepancy Sequences NeurIPS 2017 Learning Hedonic Games IJCAI 2017 Learning Populations of Parameters NeurIPS 2017 Learning spatiotemporal piecewise-geodesic trajectories from longitudinal manifold-valued data NeurIPS 2017