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Stochastic Methods

2788 directly classified papers

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Papers

Learning Parametric-Output HMMs with Two Aliased States ICML 2015
Optimal Regret Analysis of Thompson Sampling in Stochastic Multi-armed Bandit Problem with Multiple Plays ICML 2015
Qualitative Multi-Armed Bandits: A Quantile-Based Approach ICML 2015
Towards an optimal stochastic alternating direction method of multipliers ICML 2014
Efficient Continuous-Time Markov Chain Estimation ICML 2014
A Boosting Framework on Grounds of Online Learning NIPS 2014
Extremal Mechanisms for Local Differential Privacy NIPS 2014
Fast MRF Optimization with Application to Depth Reconstruction CVPR 2014
Realtime and Robust Hand Tracking from Depth CVPR 2014
Stereo under Sequential Optimal Sampling: A Statistical Analysis Framework for Search Space Reduction CVPR 2014
Parallel Feature Selection Inspired by Group Testing NIPS 2014
Sampling for Inference in Probabilistic Models with Fast Bayesian Quadrature NIPS 2014
A* Sampling NIPS 2014
Semi-Separable Hamiltonian Monte Carlo for Inference in Bayesian Hierarchical Models NIPS 2014
New Bounds on Compressive Linear Least Squares Regression AISTATS 2014
Accelerated Stochastic Gradient Method for Composite Regularization AISTATS 2014
Compact Random Feature Maps ICML 2014
Fast large-scale optimization by unifying stochastic gradient and quasi-Newton methods ICML 2014
Spoofing Large Probability Mass Functions to Improve Sampling Times and Reduce Memory Costs AISTATS 2014
Statistical analysis of stochastic gradient methods for generalized linear models ICML 2014
DFacTo: Distributed Factorization of Tensors NIPS 2014
Higher-Order Regret Bounds with Switching Costs COLT 2014
A second-order bound with excess losses COLT 2014
Dynamic Resource Allocation for Optimizing Population Diffusion AISTATS 2014
Heavy-tailed regression with a generalized median-of-means ICML 2014