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Stochastic Methods

2788 directly classified papers

Papers per year

Papers

Gradient-free Hamiltonian Monte Carlo with Efficient Kernel Exponential Families NIPS 2015
Addressing Constraint Robustness to Torque Errors in Task-Space Inverse Dynamics RSS 2015
A Spatiotemporal Optimal Stopping Problem for Mission Monitoring with Stationary Viewpoints RSS 2015
WASP: Scalable Bayes via barycenters of subset posteriors AISTATS 2015
Practical and Optimal LSH for Angular Distance NIPS 2015
Linear Multi-Resource Allocation with Semi-Bandit Feedback NIPS 2015
Extending Gossip Algorithms to Distributed Estimation of U-statistics NIPS 2015
Local Smoothness in Variance Reduced Optimization NIPS 2015
Taming the Wild: A Unified Analysis of Hogwild-Style Algorithms NIPS 2015
A Statistical Perspective on Algorithmic Leveraging JMLR 2015
Adaptive Strategy for Stratified Monte Carlo Sampling JMLR 2015
The Power of Randomization: Distributed Submodular Maximization on Massive Datasets ICML 2015
Inference in a Partially Observed Queuing Model with Applications in Ecology ICML 2015
Ambient Occlusion via Compressive Visibility Estimation CVPR 2015
The Stitched Puppet: A Graphical Model of 3D Human Shape and Pose CVPR 2015
Reweighted Laplace Prior Based Hyperspectral Compressive Sensing for Unknown Sparsity CVPR 2015
Robust Large Scale Monocular Visual SLAM CVPR 2015
Efficient Learning in Large-Scale Combinatorial Semi-Bandits ICML 2015
Stochastic Dual Coordinate Ascent with Adaptive Probabilities ICML 2015
Large-scale log-determinant computation through stochastic Chebyshev expansions ICML 2015
Large-Scale Markov Decision Problems with KL Control Cost and its Application to Crowdsourcing ICML 2015
Column Selection via Adaptive Sampling NIPS 2015
Mixing Time Estimation in Reversible Markov Chains from a Single Sample Path NIPS 2015
Covariance-Controlled Adaptive Langevin Thermostat for Large-Scale Bayesian Sampling NIPS 2015
Point Process Modelling of Rumour Dynamics in Social Media ACL 2015