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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

Estimation of Graphical Models through Structured Norm Minimization JMLR 2018
Catalyst Acceleration for First-order Convex Optimization: from Theory to Practice JMLR 2018
Compact Convex Projections JMLR 2018
Katyusha: The First Direct Acceleration of Stochastic Gradient Methods JMLR 2018
RSG: Beating Subgradient Method without Smoothness and Strong Convexity JMLR 2018
A Robust Learning Approach for Regression Models Based on Distributionally Robust Optimization JMLR 2018
ThunderSVM: A Fast SVM Library on GPUs and CPUs JMLR 2018
Short-term Sparse Portfolio Optimization Based on Alternating Direction Method of Multipliers JMLR 2018
PAC-Bayes Control: Synthesizing Controllers that Provably Generalize to Novel Environments CORL 2018
Data-Dependent Stability of Stochastic Gradient Descent ICML 2018
Level-Set Methods for Finite-Sum Constrained Convex Optimization ICML 2018
On Matching Pursuit and Coordinate Descent ICML 2018
Efficient Distributed Learning with Sparsity ICML 2017
Scalable Convex Multiple Sequence Alignment via Entropy-Regularized Dual Decomposition AISTATS 2017
Sketchy Decisions: Convex Low-Rank Matrix Optimization with Optimal Storage AISTATS 2017
Faster Coordinate Descent via Adaptive Importance Sampling AISTATS 2017
Variational Policy for Guiding Point Processes ICML 2017
Tight Bounds for Approximate Carathéodory and Beyond ICML 2017
GSOS: Gauss-Seidel Operator Splitting Algorithm for Multi-Term Nonsmooth Convex Composite Optimization ICML 2017
Geometry of 3D Environments and Sum of Squares Polynomials RSS 2017
Convexified Convolutional Neural Networks ICML 2017
Re-revisiting Learning on Hypergraphs: Confidence Interval and Subgradient Method ICML 2017
SVD-free Convex-Concave Approaches for Nuclear Norm Regularization IJCAI 2017
Input Convex Neural Networks ICML 2017
Convex Phase Retrieval without Lifting via PhaseMax ICML 2017