Distributed Convoluted Rank Regression for Non-Shareable Data under Non-Additive Losses

Wen Zhang, Liping Zhu, Songshan Yang

We study high-dimensional rank regression when data are distributed across multiple machines and the loss is a non-additive U-statistic, as in convoluted rank regression (CRR). Cla…