Mathematics & Optimization

Anytime Exploration for Multi-armed Bandits using Confidence Information ICML 2016 Anytime optimal algorithms in stochastic multi-armed bandits ICML 2016 A posteriori error bounds for joint matrix decomposition problems NeurIPS 2016 Approximate Inference Using DC Programming For Collective Graphical Models AISTATS 2016 Approximate Log-Hilbert-Schmidt Distances Between Covariance Operators for Image Classification CVPR 2016 Approximate maximum entropy principles via Goemans-Williamson with applications to provable variational methods NeurIPS 2016 A Practical Scheme and Fast Algorithm to Tune the Lasso With Optimality Guarantees JMLR 2016 A primal-dual method for conic constrained distributed optimization problems NeurIPS 2016 A ranking approach to global optimization ICML 2016 A Robust Multilinear Model Learning Framework for 3D Faces CVPR 2016 A scaled Bregman theorem with applications NeurIPS 2016 A Simple and Strongly-Local Flow-Based Method for Cut Improvement ICML 2016 A Simple Practical Accelerated Method for Finite Sums NeurIPS 2016 A Sparse Interactive Model for Matrix Completion with Side Information NeurIPS 2016 A Spectral Modulation Sensitivity Weighted Pre-Emphasis Filter for Active Noise Control System Interspeech 2016 Assortment Optimization Under the Mallows model NeurIPS 2016 A Statistical Perspective on Randomized Sketching for Ordinary Least-Squares JMLR 2016 A Subspace Learning Approach for High Dimensional Matrix Decomposition with Efficient Column/Row Sampling ICML 2016 A subtree-based factorization of dependency parsing COLING 2016 A Superlinearly-Convergent Proximal Newton-type Method for the Optimization of Finite Sums ICML 2016 Asymptotic behavior of \ell_p-based Laplacian regularization in semi-supervised learning COLT 2016 Asynchronous Parallel Greedy Coordinate Descent NeurIPS 2016 Augmentable Gamma Belief Networks JMLR 2016 A Unified Approach for Learning the Parameters of Sum-Product Networks NeurIPS 2016 Automatic Analysis of Phonetic Speech Style Dimensions Interspeech 2016