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Convex Optimization

589 directly classified papers

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Papers

Bandit Convex Optimization: Towards Tight Bounds NIPS 2014
Bregman Alternating Direction Method of Multipliers NIPS 2014
Beyond the Birkhoff Polytope: Convex Relaxations for Vector Permutation Problems NIPS 2014
Parallel Direction Method of Multipliers NIPS 2014
Efficient Pruning LMI Conditions for Branch-and-Prune Rank and Chirality-Constrained Estimation of the Dual Absolute Quadric CVPR 2014
Stable Template-Based Isometric 3D Reconstruction in All Imaging Conditions by Linear Least-Squares CVPR 2014
Image Fusion with Local Spectral Consistency and Dynamic Gradient Sparsity CVPR 2014
Segmentation-Free Dynamic Scene Deblurring CVPR 2014
Weighted Nuclear Norm Minimization with Application to Image Denoising CVPR 2014
FAST LABEL: Easy and Efficient Solution of Joint Multi-Label and Estimation Problems CVPR 2014
A Convex Relaxation of the Ambrosio--Tortorelli Elliptic Functionals for the Mumford-Shah Functional CVPR 2014
Decorrelated Vectorial Total Variation CVPR 2014
QUIC & DIRTY: A Quadratic Approximation Approach for Dirty Statistical Models NIPS 2014
Large-Margin Convex Polytope Machine NIPS 2014
Convex Deep Learning via Normalized Kernels NIPS 2014
Learning Halfspaces Under Log-Concave Densities: Polynomial Approximations and Moment Matching COLT 2013
Quantile Regression for Large-scale Applications ICML 2013
A proximal Newton framework for composite minimization: Graph learning without Cholesky decompositions and matrix inversions ICML 2013
Sparse projections onto the simplex ICML 2013
Convex Relaxations for Learning Bounded-Treewidth Decomposable Graphs ICML 2013
Revisiting Frank-Wolfe: Projection-Free Sparse Convex Optimization ICML 2013
Block-Coordinate Frank-Wolfe Optimization for Structural SVMs ICML 2013
A Max-Norm Constrained Minimization Approach to 1-Bit Matrix Completion JMLR 2013
Maximum Volume Clustering: A New Discriminative Clustering Approach JMLR 2013
Stochastic Dual Coordinate Ascent Methods for Regularized Loss Minimization JMLR 2013