Why resampling outperforms reweighting for correcting sampling bias with stochastic gradients

Jing An, Lexing Ying, Yuhua Zhu

A data set sampled from a certain population is biased if the subgroups of the population are sampled at proportions that are significantly different from their underlying proporti…