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Continuous Optimization

3,907 papers

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155
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Papers

Exact Recovery of Sparsely-Used Dictionaries COLT 2012
Distance Metric Learning with Eigenvalue Optimization JMLR 2012
Minimax-Optimal Rates For Sparse Additive Models Over Kernel Classes Via Convex Programming JMLR 2012
Exact Covariance Thresholding into Connected Components for Large-Scale Graphical Lasso JMLR 2012
Sampling Methods for the Nyström Method JMLR 2012
A Multi-Stage Framework for Dantzig Selector and LASSO JMLR 2012
Minimax Manifold Estimation JMLR 2012
Structured Sparsity via Alternating Direction Methods JMLR 2012
Restricted Strong Convexity and Weighted Matrix Completion: Optimal Bounds with Noise JMLR 2012
glm-ie: Generalised Linear Models Inference & Estimation Toolbox JMLR 2012
Coherence Functions with Applications in Large-Margin Classification Methods JMLR 2012
Efficient Methods for Robust Classification Under Uncertainty in Kernel Matrices JMLR 2012
Sparse and Unique Nonnegative Matrix Factorization Through Data Preprocessing JMLR 2012
Iterative Reweighted Algorithms for Matrix Rank Minimization JMLR 2012
Regularized Bundle Methods for Convex and Non-Convex Risks JMLR 2012
Smoothing Multivariate Performance Measures JMLR 2012
Minimal Coordinate Formulation of Contact Dynamics in Operational Space RSS 2012
Affine trajectory deformation for redundant manipulators RSS 2012
On the Structure of Nonlinearities in Pose Graph SLAM RSS 2012
Hierarchical Motion Planning in Topological Representations RSS 2012
Phase transition in the family of p-resistances NIPS 2011
Sparse Recovery with Brownian Sensing NIPS 2011
Sparse Inverse Covariance Matrix Estimation Using Quadratic Approximation NIPS 2011
Approximating Semidefinite Programs in Sublinear Time NIPS 2011
RTRMC: A Riemannian trust-region method for low-rank matrix completion NIPS 2011