Efficient Data Reduction Strategies for Big Data and High-Dimensional LASSO Regressions

Xin Wang, Min Yang, William Li

The IBOSS approach proposed by Wang et al. (2019) selects the most informative subset of n points. It assumes that the ordinary least squares method is used and requires that the n…