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Fast Stochastic AUC Maximization with O(1/n)-Convergence Rate.

, , , , and . ICML, volume 80 of Proceedings of Machine Learning Research, page 3195-3203. PMLR, (2018)

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Online Kernel Selection: Algorithms and Evaluations., , , , and . AAAI, AAAI Press, (2012)Stochastic Convex Optimization with Multiple Objectives., , and . NIPS, page 1115-1123. (2013)Trading Computation for Communication: Distributed Stochastic Dual Coordinate Ascent.. NIPS, page 629-637. (2013)Directed Network Community Detection: A Popularity and Productivity Link Model., , , , and . SDM, page 742-753. SIAM, (2010)First-order Stochastic Algorithms for Escaping From Saddle Points in Almost Linear Time., , and . NeurIPS, page 5535-5545. (2018)Empirical Risk Minimization for Stochastic Convex Optimization: $O(1/n)$- and $O(1/n^2)$-type of Risk Bounds., , and . COLT, volume 65 of Proceedings of Machine Learning Research, page 1954-1979. PMLR, (2017)Recovering the Optimal Solution by Dual Random Projection., , , , and . COLT, volume 30 of JMLR Workshop and Conference Proceedings, page 135-157. JMLR.org, (2013)Universal Stagewise Learning for Non-Convex Problems with Convergence on Averaged Solutions., , , , , and . ICLR (Poster), OpenReview.net, (2019)Tracking Slowly Moving Clairvoyant: Optimal Dynamic Regret of Online Learning with True and Noisy Gradient., , , and . ICML, volume 48 of JMLR Workshop and Conference Proceedings, page 449-457. JMLR.org, (2016)A Unified Analysis of Stochastic Momentum Methods for Deep Learning., , , , and . IJCAI, page 2955-2961. ijcai.org, (2018)