GIANT: Globally Improved Approximate Newton Method for Distributed Optimization

Shusen Wang, Farbod Roosta-Khorasani, Peng Xu +1

For distributed computing environment, we consider the empirical risk minimization problem and propose a distributed and communication-efficient Newton-type optimization method. At…