Modern Subsampling Methods for Large-Scale Least Squares Regression

Tao Li, Cheng Meng

Abstract: Subsampling methods aim to select a subsample as a surrogate for the observed sample. As a powerful technique for large-scale data analysis, various subsampling methods are developed for more effective coefficient estimation and model prediction. This review presents some cutting-edge subsampling me...