Optimal subsampling algorithm for composite quantile regression with distributed data

Xiaohui Yuan, Shiting Zhou, Yue Wang

For massive data stored at multiple machines, we propose a distributed subsampling procedure for the composite quantile regression. By establishing the consistency and asymptotic n…