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convex optimization

1320 papers

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CO

Co-occurring keywords

stochastic optimization (1060) convergence rate (606) stochastic gradient descent (1088) gradient descent (1143) online learning (1770) support vector machine (976) matrix completion (356) regret bound (1918) kernel methods (1096) sparse optimization (246)

Papers

Optimization Methods for Sparse Pseudo-Likelihood Graphical Model Selection NIPS 2014
Approximating Hierarchical MV-sets for Hierarchical Clustering NIPS 2014
Two-Layer Feature Reduction for Sparse-Group Lasso via Decomposition of Convex Sets NIPS 2014
Sparse Reinforcement Learning via Convex Optimization ICML 2014
Discriminative Sparse Inverse Covariance Matrix: Application in Brain Functional Network Classification CVPR 2014
Learning without concentration COLT 2014
Logistic Regression: Tight Bounds for Stochastic and Online Optimization COLT 2014
The Complexity of Learning Halfspaces using Generalized Linear Methods COLT 2014
A Convex Formulation for Mixed Regression with Two Components: Minimax Optimal Rates COLT 2014
Deep Boosting ICML 2014
Finito: A faster, permutable incremental gradient method for big data problems ICML 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
Orbit Regularization NIPS 2014
Concavity of reweighted Kikuchi approximation NIPS 2014
Multitask learning meets tensor factorization: task imputation via convex optimization NIPS 2014
Tight convex relaxations for sparse matrix factorization NIPS 2014
Linear Time Solver for Primal SVM ICML 2014
Volumetric Spanners: an Efficient Exploration Basis for Learning COLT 2014
Globally Convergent Parallel MAP LP Relaxation Solver using the Frank-Wolfe Algorithm ICML 2014
Exponential Family Matrix Completion under Structural Constraints ICML 2014
Nuclear Norm Minimization via Active Subspace Selection ICML 2014
Fast Stochastic Alternating Direction Method of Multipliers ICML 2014
Accelerated Stochastic Gradient Method for Composite Regularization AISTATS 2014