Hulse, Jason Van; Khoshgoftaar, Taghi M.; Napolitano, Amri - In: Journal of Information & Knowledge Management (JIKM) 10 (2011) 03, pp. 225-245
data is of low quality or the size of the training dataset is small. Data sampling is a commonly used method for improving … distribution — on data sampling techniques. We present the performance of four common data sampling techniques using 11 learning … sampling, however, may not improve performance for relatively clean but imbalanced datasets, (3) data sampling can be very …