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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

Learning (from) Deep Hierarchical Structure among Features AAAI 2019
SGD without Replacement: Sharper Rates for General Smooth Convex Functions ICML 2019
A Theory of Regularized Markov Decision Processes ICML 2019
Minimum Volume Topic Modeling AISTATS 2019
Optimizing over a Restricted Policy Class in MDPs AISTATS 2019
Structured Prediction with Projection Oracles NIPS 2019
Learning Logistic Circuits AAAI 2019
Partial Label Learning with Self-Guided Retraining AAAI 2019
Combining ADMM and the Augmented Lagrangian Method for Efficiently Handling Many Constraints IJCAI 2019
Robust Low-Tubal-Rank Tensor Completion via Convex Optimization IJCAI 2019
Dispatching Through Pricing: Modeling Ride-Sharing and Designing Dynamic Prices IJCAI 2019
Generalized Maximum Entropy Estimation JMLR 2019
Non-Ergodic Convergence Analysis of Heavy-Ball Algorithms AAAI 2019
Semi-Cyclic Stochastic Gradient Descent ICML 2019
Meta-Learning With Differentiable Convex Optimization CVPR 2019
Coresets for Archetypal Analysis NIPS 2019
Efficient and Accurate Estimation of Lipschitz Constants for Deep Neural Networks NIPS 2019
Robust exploration in linear quadratic reinforcement learning NIPS 2019
Learning Positive Functions with Pseudo Mirror Descent NIPS 2019
Outlier Detection and Robust PCA Using a Convex Measure of Innovation NIPS 2019
Projection Free Online Learning over Smooth Sets AISTATS 2019
A near-optimal algorithm for approximating the John Ellipsoid COLT 2019
Characterization of Convex Objective Functions and Optimal Expected Convergence Rates for SGD ICML 2019
First-Order Algorithms Converge Faster than $O(1/k)$ on Convex Problems ICML 2019
A Dynamical Systems Perspective on Nesterov Acceleration ICML 2019