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Continuous Optimization

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Papers

Algorithms for Lipschitz Learning on Graphs COLT 2015
Simultaneous Pursuit of Sparseness and Rank Structures for Matrix Decomposition JMLR 2015
Local Identification of Overcomplete Dictionaries JMLR 2015
Matrix Completion and Low-Rank SVD via Fast Alternating Least Squares JMLR 2015
Un-regularizing: approximate proximal point and faster stochastic algorithms for empirical risk minimization ICML 2015
Intersecting Faces: Non-negative Matrix Factorization With New Guarantees ICML 2015
Proteins, Particles, and Pseudo-Max-Marginals: A Submodular Approach ICML 2015
Coordinate Descent Converges Faster with the Gauss-Southwell Rule Than Random Selection ICML 2015
Blitz: A Principled Meta-Algorithm for Scaling Sparse Optimization ICML 2015
Swept Approximate Message Passing for Sparse Estimation ICML 2015
Multi-view Sparse Co-clustering via Proximal Alternating Linearized Minimization ICML 2015
Towards a Lower Sample Complexity for Robust One-bit Compressed Sensing ICML 2015
Faster Rates for the Frank-Wolfe Method over Strongly-Convex Sets ICML 2015
Streaming Sparse Principal Component Analysis ICML 2015
Tracking Approximate Solutions of Parameterized Optimization Problems over Multi-Dimensional (Hyper-)Parameter Domains ICML 2015
A General Analysis of the Convergence of ADMM ICML 2015
A Modified Orthant-Wise Limited Memory Quasi-Newton Method with Convergence Analysis ICML 2015
Accelerated Online Low Rank Tensor Learning for Multivariate Spatiotemporal Streams ICML 2015
Convex Optimization With Abstract Linear Operators ICCV 2015
Optimizing the Viewing Graph for Structure-From-Motion ICCV 2015
Intrinsic Scene Decomposition From RGB-D images ICCV 2015
3D Surface Profilometry Using Phase Shifting of De Bruijn Pattern ICCV 2015
Robust Nonrigid Registration by Convex Optimization ICCV 2015
Joint Camera Clustering and Surface Segmentation for Large-Scale Multi-View Stereo ICCV 2015
Robust Principal Component Analysis on Graphs ICCV 2015