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Continuous Optimization

3,907 papers

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Papers

Non-convex P-Norm Projection for Robust Sparsity ICCV 2013
Total Variation Regularization for Functions with Values in a Manifold ICCV 2013
Efficient Sparse Group Feature Selection via Nonconvex Optimization ICML 2013
Revisiting Frank-Wolfe: Projection-Free Sparse Convex Optimization ICML 2013
A General Iterative Shrinkage and Thresholding Algorithm for Non-convex Regularized Optimization Problems ICML 2013
Local Low-Rank Matrix Approximation ICML 2013
Subproblem-Tree Calibration: A Unified Approach to Max-Product Message Passing ICML 2013
Sparse projections onto the simplex ICML 2013
Guaranteed Sparse Recovery under Linear Transformation ICML 2013
Mean Reversion with a Variance Threshold ICML 2013
Spectral Compressed Sensing via Structured Matrix Completion ICML 2013
Local Deep Kernel Learning for Efficient Non-linear SVM Prediction ICML 2013
Computation-Risk Tradeoffs for Covariance-Thresholded Regression ICML 2013
Optimization with First-Order Surrogate Functions ICML 2013
Fast Semidifferential-based Submodular Function Optimization ICML 2013
Robust Regression on MapReduce ICML 2013
Infinitesimal Annealing for Training Semi-Supervised Support Vector Machines ICML 2013
Learning Convex QP Relaxations for Structured Prediction ICML 2013
Fast Dual Variational Inference for Non-Conjugate Latent Gaussian Models ICML 2013
Approximate Inference in Collective Graphical Models ICML 2013
Intersecting singularities for multi-structured estimation ICML 2013
Sparse Gaussian Conditional Random Fields: Algorithms, Theory, and Application to Energy Forecasting ICML 2013
Fast algorithms for sparse principal component analysis based on Rayleigh quotient iteration ICML 2013
Universal Consistency of Localized Versions of Regularized Kernel Methods JMLR 2013
Greedy Sparsity-Constrained Optimization JMLR 2013