Mathematics & Optimization

Two-stage sampled learning theory on distributions AISTATS 2015 Ultra-Scalable and Efficient Methods for Hybrid Observational and Experimental Local Causal Pathway Discovery JMLR 2015 Unified View of Matrix Completion under General Structural Constraints NeurIPS 2015 Un-regularizing: approximate proximal point and faster stochastic algorithms for empirical risk minimization ICML 2015 Unsupervised Riemannian Metric Learning for Histograms Using Aitchison Transformations ICML 2015 Variance Reduced Stochastic Gradient Descent with Neighbors NeurIPS 2015 Variance Reduction via Antithetic Markov Chains AISTATS 2015 Variational Consensus Monte Carlo NeurIPS 2015 Vector-Space Markov Random Fields via Exponential Families ICML 2015 V-Matrix Method of Solving Statistical Inference Problems JMLR 2015 WASP: Scalable Bayes via barycenters of subset posteriors AISTATS 2015 Weakly-Supervised Alignment of Video With Text ICCV 2015 Weighted Theta Functions and Embeddings with Applications to Max-Cut, Clustering and Summarization NeurIPS 2015 Wide Baseline Stereo Matching With Convex Bounded Distortion Constraints ICCV 2015 3D Shape and Indirect Appearance by Structured Light Transport CVPR 2014 A Block-Coordinate Descent Approach for Large-scale Sparse Inverse Covariance Estimation NeurIPS 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 Convex Formulation for Mixed Regression with Two Components: Minimax Optimal Rates COLT 2014 A Convex Relaxation of the Ambrosio--Tortorelli Elliptic Functionals for the Mumford-Shah Functional CVPR 2014 Active Flattening of Curved Document Images via Two Structured Beams CVPR 2014 Active Learning and Best-Response Dynamics NeurIPS 2014