The Distance-Based Balancing Ensemble Method for Data With a High Imbalance Ratio

Many classification tasks suffer from the class imbalance problem that seriously hinders the precision of classifiers. The existing algorithms frequently incorrectly categorize new instances into the majority class. The ensemble learning is an effective method to address the imbalance problem, as is...

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Bibliographic Details
Main Authors: Dong Chen, Xiao-Jun Wang, Changjun Zhou, Bin Wang
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8718641/