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Continuous Optimization

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Bilinear Programming for Human Activity Recognition with Unknown MRF Graphs CVPR 2013
Low-Rank Matrix and Tensor Completion via Adaptive Sampling NIPS 2013
BIG & QUIC: Sparse Inverse Covariance Estimation for a Million Variables NIPS 2013
Multiclass Total Variation Clustering NIPS 2013
Convex Tensor Decomposition via Structured Schatten Norm Regularization NIPS 2013
Greedy Bilateral Sketch, Completion & Smoothing AISTATS 2013
On Decomposing the Proximal Map NIPS 2013
Sketching Structured Matrices for Faster Nonlinear Regression NIPS 2013
Optimal Orthogonal Basis and Image Assimilation: Motion Modeling ICCV 2013
Marginals-to-Models Reducibility NIPS 2013
Exact and Stable Recovery of Pairwise Interaction Tensors NIPS 2013
Dirty Statistical Models NIPS 2013
Lasso Screening Rules via Dual Polytope Projection NIPS 2013
Error-Minimizing Estimates and Universal Entry-Wise Error Bounds for Low-Rank Matrix Completion NIPS 2013
Probabilistic Low-Rank Matrix Completion with Adaptive Spectral Regularization Algorithms NIPS 2013
Reflection methods for user-friendly submodular optimization NIPS 2013
Stochastic Majorization-Minimization Algorithms for Large-Scale Optimization NIPS 2013
Better Approximation and Faster Algorithm Using the Proximal Average NIPS 2013
Geometric optimisation on positive definite matrices for elliptically contoured distributions NIPS 2013
Linear Convergence with Condition Number Independent Access of Full Gradients NIPS 2013
Phase Retrieval using Alternating Minimization NIPS 2013
Simultaneous Rectification and Alignment via Robust Recovery of Low-rank Tensors NIPS 2013
Toward Guaranteed Illumination Models for Non-convex Objects ICCV 2013
Tree Shape Priors with Connectivity Constraints Using Convex Relaxation on General Graphs ICCV 2013
Subspace Embeddings and \ell_p-Regression Using Exponential Random Variables COLT 2013