Scale-invariant Optimal Sampling for Rare-events Data with Sparse Models

Jing Wang, HaiYing Wang, Qiang Zhang +1

Subsampling is effective in tackling computational challenges for massive data with rare events. Overly aggressive subsampling may adversely affect estimation efficiency, and optim…