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Stochastic Methods

2788 directly classified papers

Papers per year

Papers

Adaptive MCMC with Bayesian Optimization AISTATS 2012
Bayesian Quadrature for Ratios AISTATS 2012
Complexity of Bethe Approximation AISTATS 2012
Communication-Efficient Algorithms for Statistical Optimization NIPS 2012
Interpreting prediction markets: a stochastic approach NIPS 2012
Optimization-Based Estimator Design for Vision-Aided Inertial Navigation RSS 2012
Adaptive Stratified Sampling for Monte-Carlo integration of Differentiable functions NIPS 2012
Efficient Sampling for Bipartite Matching Problems NIPS 2012
Stochastic optimization and sparse statistical recovery: Optimal algorithms for high dimensions NIPS 2012
MCMC for continuous-time discrete-state systems NIPS 2012
Optimal Regularized Dual Averaging Methods for Stochastic Optimization NIPS 2012
Fast Resampling Weighted v-Statistics NIPS 2012
Feature Clustering for Accelerating Parallel Coordinate Descent NIPS 2012
Entropy Estimations Using Correlated Symmetric Stable Random Projections NIPS 2012
Risk-Aversion in Multi-armed Bandits NIPS 2012
Scalable nonconvex inexact proximal splitting NIPS 2012
Distributed Approximation of Joint Measurement Distributions Using Mixtures of Gaussians RSS 2012
-Armed Bandits JMLR 2011
Accelerated Adaptive Markov Chain for Partition Function Computation NIPS 2011
Neyman-Pearson classification under a strict constraint COLT 2011
Multi-armed bandits on implicit metric spaces NIPS 2011
Online Learning: Stochastic, Constrained, and Smoothed Adversaries NIPS 2011
Parameter Screening and Optimisation for ILP using Designed Experiments JMLR 2011
Improved Algorithms for Linear Stochastic Bandits NIPS 2011
Lightweight Implementations of Probabilistic Programming Languages Via Transformational Compilation AISTATS 2011