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Adaptive subgradient methods for online learning and stochastic optimization

, , and . Journal of Machine Learning Research, 12 (Jul): 2121--2159 (2011)

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Exponentiated Gradient Meets Gradient Descent., , and . ALT, volume 117 of Proceedings of Machine Learning Research, page 386-407. PMLR, (2020)Faster Projection-free Online Learning., and . COLT, volume 125 of Proceedings of Machine Learning Research, page 1877-1893. PMLR, (2020)The Gradient Complexity of Linear Regression., , , and . COLT, volume 125 of Proceedings of Machine Learning Research, page 627-647. PMLR, (2020)Sparse Approximate Solutions to Semidefinite Programs.. LATIN, volume 4957 of Lecture Notes in Computer Science, page 306-316. Springer, (2008)Faster Convex Optimization: Simulated Annealing with an Efficient Universal Barrier., and . CoRR, (2015)Online Learning for Loss Functions with Memory and Applications to Statistical Arbitrage, , and . CoRR, (2013)Linear Regression with Limited Observation., and . ICML, icml.cc / Omnipress, (2012)On the Optimization of Deep Networks: Implicit Acceleration by Overparameterization., , and . ICML, volume 80 of Proceedings of Machine Learning Research, page 244-253. PMLR, (2018)Open problem: Improper learning of mixtures of Gaussians., and . COLT, volume 75 of Proceedings of Machine Learning Research, page 3399-3402. PMLR, (2018)The computational power of optimization in online learning., and . STOC, page 128-141. ACM, (2016)