An Oversampling Method for Class Imbalance Problems on Large Datasets

Several oversampling methods have been proposed for solving the class imbalance problem. However, most of them require searching the <i>k</i>-nearest neighbors to generate synthetic objects. This requirement makes them time-consuming and therefore unsuitable for large datasets. In this p...

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Bibliographic Details
Main Authors: Fredy Rodríguez-Torres, José F. Martínez-Trinidad, Jesús A. Carrasco-Ochoa
Format: Article
Language:English
Published: MDPI AG 2022-03-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/12/7/3424