imbalance

Preprocessing Algorithms for Imbalanced Datasets

CRAN Package

Class imbalance usually damages the performance of classifiers. Thus, it is important to treat data before applying a classifier algorithm. This package includes recent resampling algorithms in the literature: doi:10.1109/tkde.2012.232; doi:10.1109/tkde.2014.2324567, doi:10.1016/j.inffus.2013.12.003; doi:10.1016/j.neucom.2014.02.006; doi:10.1007/s00500-014-1484-5. It also includes an useful interface to perform oversampling.


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