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convex optimization

1320 papers

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Also known as

ACO ADMM CO OCO

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

Structured Sparsity via Alternating Direction Methods JMLR 2012
Query Strategies for Evading Convex-Inducing Classifiers JMLR 2012
Exact Covariance Thresholding into Connected Components for Large-Scale Graphical Lasso JMLR 2012
Forging The Graphs: A Low Rank and Positive Semidefinite Graph Learning Approach NIPS 2012
Multi Kernel Learning with Online-Batch Optimization JMLR 2012
Efficient high dimensional maximum entropy modeling via symmetric partition functions NIPS 2012
Convex Multi-view Subspace Learning NIPS 2012
Perturbation based Large Margin Approach for Ranking AISTATS 2012
Differentially Private Online Learning COLT 2012
Volume Regularization for Binary Classification NIPS 2012
Exact and Stable Recovery of Sequences of Signals with Sparse Increments via Differential _1-Minimization NIPS 2012
Ensemble weighted kernel estimators for multivariate entropy estimation NIPS 2012
Accuracy at the Top NIPS 2012
Coherence Functions with Applications in Large-Margin Classification Methods JMLR 2012
Fast Variational Inference in the Conjugate Exponential Family NIPS 2012
Approximating Concavely Parameterized Optimization Problems NIPS 2012
Globally Convergent Dual MAP LP Relaxation Solvers using Fenchel-Young Margins NIPS 2012
Private Convex Empirical Risk Minimization and High-dimensional Regression COLT 2012
Newton-Like Methods for Sparse Inverse Covariance Estimation NIPS 2012
Stochastic optimization and sparse statistical recovery: Optimal algorithms for high dimensions NIPS 2012
Feature Clustering for Accelerating Parallel Coordinate Descent NIPS 2012
Finding Exemplars from Pairwise Dissimilarities via Simultaneous Sparse Recovery NIPS 2012
Proximal Newton-type methods for convex optimization NIPS 2012
Regularization Paths with Guarantees for Convex Semidefinite Optimization AISTATS 2012
Calibrated Elastic Regularization in Matrix Completion NIPS 2012