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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

Time-Sensitive Recommendation From Recurrent User Activities NIPS 2015
Un-regularizing: approximate proximal point and faster stochastic algorithms for empirical risk minimization ICML 2015
A Convex Exemplar-based Approach to MAD-Bayes Dirichlet Process Mixture Models ICML 2015
Coordinate Descent Converges Faster with the Gauss-Southwell Rule Than Random Selection ICML 2015
Safe Screening for Multi-Task Feature Learning with Multiple Data Matrices ICML 2015
An Asynchronous Parallel Stochastic Coordinate Descent Algorithm JMLR 2015
Composite Self-Concordant Minimization JMLR 2015
The Log-Shift Penalty for Adaptive Estimation of Multiple Gaussian Graphical Models AISTATS 2015
Quartz: Randomized Dual Coordinate Ascent with Arbitrary Sampling NIPS 2015
Causal Video Object Segmentation From Persistence of Occlusions CVPR 2015
A Lower Bound for the Optimization of Finite Sums ICML 2015
Preference Completion: Large-scale Collaborative Ranking from Pairwise Comparisons ICML 2015
Predicting Preference Reversals via Gaussian Process Uncertainty Aversion AISTATS 2015
Top-k Multiclass SVM NIPS 2015
Safe Subspace Screening for Nuclear Norm Regularized Least Squares Problems ICML 2015
A Universal Catalyst for First-Order Optimization NIPS 2015
Open Problem: The Oracle Complexity of Smooth Convex Optimization in Nonstandard Settings COLT 2015
Adaptive Recovery of Signals by Convex Optimization COLT 2015
Convex Optimization With Abstract Linear Operators ICCV 2015
Robust Nonrigid Registration by Convex Optimization ICCV 2015
Convex Learning of Multiple Tasks and their Structure ICML 2015
Convex Formulation for Learning from Positive and Unlabeled Data ICML 2015
Large-Scale Markov Decision Problems with KL Control Cost and its Application to Crowdsourcing ICML 2015
On the Inductive Bias of Dropout JMLR 2015
Faster Rates for the Frank-Wolfe Method over Strongly-Convex Sets ICML 2015