Continuous Optimization

Coordinated and Efficient Huge Page Management with Ingens OSDI 2016 Coordinate-wise Power Method NeurIPS 2016 Coordinating Multiple Disparity Proposals for Stereo Computation CVPR 2016 Covariance-based Clustering in Multivariate and Functional Data Analysis JMLR 2016 Cross-Graph Learning of Multi-Relational Associations ICML 2016 Cut Pursuit: Fast Algorithms to Learn Piecewise Constant Functions AISTATS 2016 Designing smoothing functions for improved worst-case competitive ratio in online optimization NeurIPS 2016 Dimension-Free Iteration Complexity of Finite Sum Optimization Problems NeurIPS 2016 Dual Decomposed Learning with Factorwise Oracle for Structural SVM of Large Output Domain NeurIPS 2016 Efficient Algorithms for Large-scale Generalized Eigenvector Computation and Canonical Correlation Analysis ICML 2016 Efficient and Robust Color Consistency for Community Photo Collections CVPR 2016 Efficient approaches for escaping higher order saddle points in non-convex optimization COLT 2016 Efficient Bregman Projections onto the Permutahedron and Related Polytopes AISTATS 2016 e-PAL: An Active Learning Approach to the Multi-Objective Optimization Problem JMLR 2016 Epigraph projections for fast general convex programming ICML 2016 Estimating Sparse Signals With Smooth Support via Convex Programming and Block Sparsity CVPR 2016 Even Faster Accelerated Coordinate Descent Using Non-Uniform Sampling ICML 2016 Exact Recovery of Hard Thresholding Pursuit NeurIPS 2016 Experimental Design on a Budget for Sparse Linear Models and Applications ICML 2016 Exploiting Spectral-Spatial Correlation for Coded Hyperspectral Image Restoration CVPR 2016 Extremal Mechanisms for Local Differential Privacy JMLR 2016 Fast Algorithms for Linear and Kernel SVM+ CVPR 2016 Fast Algorithms for Robust PCA via Gradient Descent NeurIPS 2016 Fast Algorithms for Segmented Regression ICML 2016 Fast Constrained Submodular Maximization: Personalized Data Summarization ICML 2016