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stat.ML2018★ 1 cited
Proximal SCOPE for Distributed Sparse Learning: Better Data Partition Implies Faster Convergence Rate
Shen-Yi Zhao, Gong-Duo Zhang, Ming-Wei Li +1
Distributed sparse learning with a cluster of multiple machines has attracted much attention in machine learning, especially for large-scale applications with high-dimensional data…
stat.ML2016
Lock-Free Optimization for Non-Convex Problems
Shen-Yi Zhao, Gong-Duo Zhang, Wu-Jun Li
Stochastic gradient descent~(SGD) and its variants have attracted much attention in machine learning due to their efficiency and effectiveness for optimization. To handle large-sca…