Nonuniform Negative Sampling and Log Odds Correction with Rare Events Data

HaiYing Wang, Aonan Zhang, Chong Wang

We investigate the issue of parameter estimation with nonuniform negative sampling for imbalanced data. We first prove that, with imbalanced data, the available information about u…