Optimization

Stochastic Composite Least-Squares Regression with Convergence Rate $O(1/n)$ COLT 2017 Stochastic Convex Optimization: Faster Local Growth Implies Faster Global Convergence ICML 2017 Stochastic DCA for the Large-sum of Non-convex Functions Problem and its Application to Group Variable Selection in Classification ICML 2017 Stochastic Difference of Convex Algorithm and its Application to Training Deep Boltzmann Machines AISTATS 2017 Stochastic Mirror Descent in Variationally Coherent Optimization Problems NeurIPS 2017 Stochastic Modified Equations and Adaptive Stochastic Gradient Algorithms ICML 2017 Stochastic Optimization with Variance Reduction for Infinite Datasets with Finite Sum Structure NeurIPS 2017 Stochastic Primal-Dual Coordinate Method for Regularized Empirical Risk Minimization JMLR 2017 Stochastic Submodular Maximization: The Case of Coverage Functions NeurIPS 2017 Stochastic Variance Reduction Methods for Policy Evaluation ICML 2017 Storage Fit Learning with Unlabeled Data IJCAI 2017 STORE: Sparse Tensor Response Regression and Neuroimaging Analysis JMLR 2017 Streaming Robust Submodular Maximization: A Partitioned Thresholding Approach NeurIPS 2017 Streaming Weak Submodularity: Interpreting Neural Networks on the Fly NeurIPS 2017 Structured adaptive and random spinners for fast machine learning computations AISTATS 2017 Structured Learning for Temporal Relation Extraction from Clinical Records EACL 2017 Sub-sampled Cubic Regularization for Non-convex Optimization ICML 2017 Subset Selection under Noise NeurIPS 2017 Supervised Learning of Automatic Pyramid for Optimization-Based Multi-Document Summarization ACL 2017 SVD-Based Screening for the Graphical Lasso IJCAI 2017 SVD-free Convex-Concave Approaches for Nuclear Norm Regularization IJCAI 2017 SVD-Softmax: Fast Softmax Approximation on Large Vocabulary Neural Networks NeurIPS 2017 Switched Linear Multi-Robot Navigation Using Hierarchical Model Predictive Control IJCAI 2017 Symmetric Non-negative Latent Factor Models for Undirected Large Networks IJCAI 2017 Target Curricula via Selection of Minimum Feature Sets: a Case Study in Boolean Networks JMLR 2017