Scalable Cox Regression via Grouped Risk Sets and Sharper LogSumExp Rates

Elizaveta Iashchinskaia, Egor Gladin

Motivated by the computational challenges of large-scale Cox regression, we study stochastic minimization of LogSumExp objectives over large sets. Mini-batch normalizer estimates g…