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…