In our study, this becomes a significant issue as positive class (event anaphoric) is the minority class in pronoun resolution task.
we utilize a random down sampling method to reduce majority class samples to an equivalent level with the minority class samples which is described in (Kubat and Matwin, 1997) and (Estabrooks et al, 2004).