Continuous Optimization

DUST: Dual Union of Spatio-Temporal Subspaces for Monocular Multiple Object 3D Reconstruction CVPR 2017 Dykstra's Algorithm, ADMM, and Coordinate Descent: Connections, Insights, and Extensions NeurIPS 2017 Efficient Algorithm for Sparse Tensor-variate Gaussian Graphical Models via Gradient Descent AISTATS 2017 Efficient Algorithms And Representations For Chance-constrained Mixed Constraint Programming IJCAI 2017 Efficient Inexact Proximal Gradient Algorithm for Nonconvex Problems IJCAI 2017 Efficient Optimization for Hierarchically-structured Interacting Segments (HINTS) CVPR 2017 Efficient Optimization for Linear Dynamical Systems with Applications to Clustering and Sparse Coding NeurIPS 2017 Efficient Use of Limited-Memory Accelerators for Linear Learning on Heterogeneous Systems NeurIPS 2017 Efficient Weighted Model Integration via SMT-Based Predicate Abstraction IJCAI 2017 Elementary Symmetric Polynomials for Optimal Experimental Design NeurIPS 2017 Encrypted Accelerated Least Squares Regression AISTATS 2017 Exact MAP Inference by Avoiding Fractional Vertices ICML 2017 Exact tensor completion with sum-of-squares COLT 2017 Exclusivity Regularized Machine: A New Ensemble SVM Classifier IJCAI 2017 Exploiting Strong Convexity from Data with Primal-Dual First-Order Algorithms ICML 2017 Fast column generation for atomic norm regularization AISTATS 2017 Faster Coordinate Descent via Adaptive Importance Sampling AISTATS 2017 Faster Greedy MAP Inference for Determinantal Point Processes ICML 2017 Faster Principal Component Regression and Stable Matrix Chebyshev Approximation ICML 2017 Fast Rates for Bandit Optimization with Upper-Confidence Frank-Wolfe NeurIPS 2017 Fast Rates for Empirical Risk Minimization of Strict Saddle Problems COLT 2017 Fast, Sample-Efficient Algorithms for Structured Phase Retrieval NeurIPS 2017 Fast Sparse Gaussian Markov Random Fields Learning Based on Cholesky Factorization IJCAI 2017 Fast Stochastic Variance Reduced ADMM for Stochastic Composition Optimization IJCAI 2017 Feature Selection via Scaling Factor Integrated Multi-Class Support Vector Machines IJCAI 2017