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Continuous Optimization

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Efficient Structured Matrix Rank Minimization NIPS 2014
Deterministic Symmetric Positive Semidefinite Matrix Completion NIPS 2014
Simple MAP Inference via Low-Rank Relaxations NIPS 2014
Learning Mixed Multinomial Logit Model from Ordinal Data NIPS 2014
Coresets for k-Segmentation of Streaming Data NIPS 2014
Generalized Nonconvex Nonsmooth Low-Rank Minimization CVPR 2014
Newton Greedy Pursuit: A Quadratic Approximation Method for Sparsity-Constrained Optimization CVPR 2014
A Fast Hierarchical Alternating Least Squares Algorithm for Orthogonal Nonnegative Matrix Factorization ACML 2014
Coordinate-descent for learning orthogonal matrices through Givens rotations ICML 2014
Multi-feature Spectral Clustering with Minimax Optimization CVPR 2014
Sequential Convex Relaxation for Mutual Information-Based Unsupervised Figure-Ground Segmentation CVPR 2014
An Accelerated Proximal Coordinate Gradient Method NIPS 2014
Finito: A faster, permutable incremental gradient method for big data problems ICML 2014
Efficient Pruning LMI Conditions for Branch-and-Prune Rank and Chirality-Constrained Estimation of the Dual Absolute Quadric CVPR 2014
T-Linkage: A Continuous Relaxation of J-Linkage for Multi-Model Fitting CVPR 2014
Active Flattening of Curved Document Images via Two Structured Beams CVPR 2014
Second-Order Shape Optimization for Geometric Inverse Problems in Vision CVPR 2014
Total-Variation Minimization on Unstructured Volumetric Mesh: Biophysical Applications on Reconstruction of 3D Ischemic Myocardium CVPR 2014
A Block-Coordinate Descent Approach for Large-scale Sparse Inverse Covariance Estimation NIPS 2014
Local Linear Convergence of Forward--Backward under Partial Smoothness NIPS 2014
Partition-wise Linear Models NIPS 2014
Generalized Dantzig Selector: Application to the k-support norm NIPS 2014
Weighted Graph Clustering with Non-Uniform Uncertainties ICML 2014
FuSSO: Functional Shrinkage and Selection Operator AISTATS 2014
Robust and Efficient Kernel Hyperparameter Paths with Guarantees ICML 2014