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Towards More Efficient Stochastic Decentralized Learning: Faster Convergence and Sparse Communication.

Z. Shen, A. Mokhtari, T. Zhou, P. Zhao, and H. Qian. ICML, volume 80 of Proceedings of Machine Learning Research, page 4631-4640. PMLR, (2018)

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Qian Song University of Stuttgart

Qian Zhou University of Stuttgart

Qian Du University of Stuttgart

Univ. -Prof. Dr. Johan Alexander Huisman University of Stuttgart

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A Concave Conjugate Approach for Nonconvex Penalized Regression with the MCP Penalty.S. Zhang, H. Qian, W. Chen, and Z. Zhang. AAAI, AAAI Press, (2013)Smart Motion Detection Surveillance System.L. Fang, Z. Meng, C. Chen, and Q. Hui. ICETC, page 171-175. IEEE Computer Society, (2009)Accelerated Doubly Stochastic Gradient Algorithm for Large-scale Empirical Risk Minimization.Z. Shen, H. Qian, T. Mu, and C. Zhang. IJCAI, page 2715-2721. ijcai.org, (2017)Making Fisher Discriminant Analysis Scalable.B. Tu, Z. Zhang, S. Wang, and H. Qian. ICML, volume 32 of JMLR Workshop and Conference Proceedings, page 964-972. JMLR.org, (2014)Large-Scale Hierarchical Classification via Stochastic Perceptron.D. Liu, B. Tu, H. Qian, and Z. Zhang. AAAI, AAAI Press, (2013)A Nearly Unbiased Matrix Completion Approach.D. Liu, T. Zhou, H. Qian, C. Xu, and Z. Zhang. ECML/PKDD (2), volume 8189 of Lecture Notes in Computer Science, page 210-225. Springer, (2013)Synchronization of Chen's Attractor and Lorenz Chaotic Systems by Nonlinear Coupling Function.H. Yu, and H. Qian. ICIC (1), volume 8588 of Lecture Notes in Computer Science, page 532-540. Springer, (2014)Decentralized Gradient Tracking for Continuous DR-Submodular Maximization.J. Xie, C. Zhang, Z. Shen, C. Mi, and H. Qian. AISTATS, volume 89 of Proceedings of Machine Learning Research, page 2897-2906. PMLR, (2019)Tensor Completion with Side Information: A Riemannian Manifold Approach.T. Zhou, H. Qian, Z. Shen, C. Zhang, and C. Xu. IJCAI, page 3539-3545. ijcai.org, (2017)Improving the modified nyström method using spectral shifting.S. Wang, C. Zhang, H. Qian, and Z. Zhang. KDD, page 611-620. ACM, (2014)