In this paper, we present a FRBCS that is capable of classifying imbalanced big data which has been denoted as Chi-FRBCS-BigDataCS. The method is based on the Chi et al.’s approach , a classical FRBCS learning method,which has been modified to deal with imbalanced datasets and big data at the same time.