Unregularized Online Learning Algorithms with General Loss Functions

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Unregularized Online Learning Algorithms with General Loss Functions

2 March 2015

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Papers citing "Unregularized Online Learning Algorithms with General Loss Functions"

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Title
Differentially Private Stochastic Gradient Descent with Low-Noise Puyu Wang Yunwen Lei Yiming Ying Ding-Xuan Zhou FedML 114 5 0 09 Sep 2022
Stability and Generalization for Randomized Coordinate Descent Puyu Wang Liang Wu Yunwen Lei 72 7 0 17 Aug 2021
Improved Learning Rates for Stochastic Optimization: Two Theoretical Viewpoints Shaojie Li Yong Liu 183 13 0 19 Jul 2021
Three rates of convergence or separation via U-statistics in a dependent framework Quentin Duchemin Yohann De Castro C. Lacour 86 0 0 24 Jun 2021
Fine-Grained Analysis of Stability and Generalization for Stochastic Gradient Descent Yunwen Lei Yiming Ying MLT 132 136 0 15 Jun 2020
Depth Selection for Deep ReLU Nets in Feature Extraction and Generalization Zhi Han Siquan Yu Shao-Bo Lin Ding-Xuan Zhou OOD 88 41 0 01 Apr 2020
Fast Polynomial Kernel Classification for Massive Data Jinshan Zeng Minrun Wu Shao-Bo Lin Ding-Xuan Zhou TPM 155 6 0 24 Nov 2019
Dual Averaging Method for Online Graph-structured Sparsity Baojian Zhou F. Chen Yiming Ying 67 8 0 26 May 2019
Stochastic Iterative Hard Thresholding for Graph-structured Sparsity Optimization Baojian Zhou F. Chen Yiming Ying 110 7 0 09 May 2019
Deep Neural Networks for Rotation-Invariance Approximation and Learning C. Chui Shao-Bo Lin Ding-Xuan Zhou 182 36 0 03 Apr 2019
Stochastic Gradient Descent for Nonconvex Learning without Bounded Gradient Assumptions Yunwen Lei Ting Hu Guiying Li Shengcai Liu MLT 170 120 0 03 Feb 2019
Analysis of regularized Nyström subsampling for regression functions of low smoothness Shuai Lu Peter Mathé S. Pereverzyev 98 18 0 03 Jun 2018
Convergence of Online Mirror Descent Yunwen Lei Ding-Xuan Zhou 102 23 0 18 Feb 2018
Fast and Strong Convergence of Online Learning Algorithms Zheng-Chu Guo Lei Shi 77 14 0 10 Oct 2017
Convergence of Unregularized Online Learning Algorithms Yunwen Lei Lei Shi Zheng-Chu Guo 100 15 0 09 Aug 2017
On the Robustness of Regularized Pairwise Learning Methods Based on Kernels A. Christmann Ding-Xuan Zhou 63 30 0 12 Oct 2015
Local Rademacher Complexity Bounds based on Covering Numbers Yunwen Lei L. Ding Yingzhou Bi 100 22 0 06 Oct 2015