Continuous Optimization

A Unified Optimization View on Generalized Matching Pursuit and Frank-Wolfe AISTATS 2017 A Universal Analysis of Large-Scale Regularized Least Squares Solutions NeurIPS 2017 Balancing and Step Recovery Capturability via Sums-of-Squares Optimization RSS 2017 Best Response Regression NeurIPS 2017 Beyond Worst-case: A Probabilistic Analysis of Affine Policies in Dynamic Optimization NeurIPS 2017 CherryPick: Adaptively Unearthing the Best Cloud Configurations for Big Data Analytics NSDI 2017 Clustering by Sum of Norms: Stochastic Incremental Algorithm, Convergence and Cluster Recovery ICML 2017 Coarse-To-Fine Segmentation With Shape-Tailored Continuum Scale Spaces CVPR 2017 Computationally Efficient Robust Sparse Estimation in High Dimensions COLT 2017 Connected Subgraph Detection with Mirror Descent on SDPs ICML 2017 Consensus Maximization With Linear Matrix Inequality Constraints CVPR 2017 Continuous DR-submodular Maximization: Structure and Algorithms NeurIPS 2017 Convergence Analysis of Proximal Gradient with Momentum for Nonconvex Optimization ICML 2017 Convex Global 3D Registration With Lagrangian Duality CVPR 2017 Convex Phase Retrieval without Lifting via PhaseMax ICML 2017 “Convex Until Proven Guilty”: Dimension-Free Acceleration of Gradient Descent on Non-Convex Functions ICML 2017 Convolutional Phase Retrieval NeurIPS 2017 Co-Occurring Directions Sketching for Approximate Matrix Multiply AISTATS 2017 Data sparse nonparametric regression with $ε$-insensitive losses ACML 2017 Decomposable Submodular Function Minimization: Discrete and Continuous NeurIPS 2017 Decomposition-Invariant Conditional Gradient for General Polytopes with Line Search NeurIPS 2017 Designing Illuminant Spectral Power Distributions for Surface Classification CVPR 2017 Dissipativity Theory for Nesterov’s Accelerated Method ICML 2017 Doubly Greedy Primal-Dual Coordinate Descent for Sparse Empirical Risk Minimization ICML 2017 Dual Iterative Hard Thresholding: From Non-convex Sparse Minimization to Non-smooth Concave Maximization ICML 2017