AUC4.5: AUC-Based C4.5 Decision Tree Algorithm for Imbalanced Data Classification

This paper presents a modification of Quinlan’s C4.5 algorithm for imbalanced data classification. While the C4.5 algorithm uses the difference in information entropy to determine the goodness of a split, the proposed method, which is named AUC4.5, examines the difference in the area unde...

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Bibliographic Details
Main Author: Jong-Seok Lee
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8779617/