In a class of its own: dealing with class imbalances using caret package

Abstract

When modeling discrete classes, the relative frequencies of the classes can have a significant impact on the effectiveness of the model. Imbalance can be present in any data set or application, and hence, the practitioner should be aware of the implications of modeling this type of data and possible remedies to counter