Bayesian network-based over-sampling method (BOSME) with application to indirect cost-sensitive learning

Abstract Traditional supervised learning algorithms do not satisfactorily solve the classification problem on imbalanced data sets, since they tend to assign the majority class, to the detriment of the minority class classification. In this paper, we introduce the Bayesian network-based over-samplin...

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Bibliographic Details
Main Authors: Rosario Delgado, J. David Núñez-González
Format: Article
Language:English
Published: Nature Portfolio 2022-05-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-022-12682-8