Stochastic Methods

WASP: Scalable Bayes via barycenters of subset posteriors AISTATS 2015 3D Shape and Indirect Appearance by Structured Light Transport CVPR 2014 A Boosting Framework on Grounds of Online Learning NeurIPS 2014 Accelerated Mini-batch Randomized Block Coordinate Descent Method NeurIPS 2014 Accelerated Proximal Stochastic Dual Coordinate Ascent for Regularized Loss Minimization ICML 2014 Accelerated Stochastic Gradient Method for Composite Regularization AISTATS 2014 A Consistent Histogram Estimator for Exchangeable Graph Models ICML 2014 A Filtering Approach to Stochastic Variational Inference NeurIPS 2014 A Level-set Hit-and-run Sampler for Quasi-Concave Distributions AISTATS 2014 An Accelerated Proximal Coordinate Gradient Method NeurIPS 2014 An Asynchronous Parallel Stochastic Coordinate Descent Algorithm ICML 2014 Approximate Slice Sampling for Bayesian Posterior Inference AISTATS 2014 A* Sampling NeurIPS 2014 A second-order bound with excess losses COLT 2014 A Statistical Convergence Perspective of Algorithms for Rank Aggregation from Pairwise Data ICML 2014 A Statistical Perspective on Algorithmic Leveraging ICML 2014 Bayesian Optimization with Inequality Constraints ICML 2014 BayesOpt: A Bayesian Optimization Library for Nonlinear Optimization, Experimental Design and Bandits JMLR 2014 Beyond the Regret Minimization Barrier: Optimal Algorithms for Stochastic Strongly-Convex Optimization JMLR 2014 Community Detection via Random and Adaptive Sampling COLT 2014 Compact Random Feature Maps ICML 2014 Control of Robotic Mobility-On-Demand Systems: a Queueing-Theoretical Perspective RSS 2014 DFacTo: Distributed Factorization of Tensors NeurIPS 2014 Diverse Randomized Agents Vote to Win NeurIPS 2014 Diversity-Enhanced Condensation Algorithm and Its Application for Robust and Accurate Endoscope Three-Dimensional Motion Tracking CVPR 2014