Optimal Subsampling for Large Sample Logistic Regression

HaiYing Wang, Rong Zhu, Ping Ma

For massive data, the family of subsampling algorithms is popular to downsize the data volume and reduce computational burden. Existing studies focus on approximating the ordinary…