Research on parameter selection and optimization of C4.5 algorithm based on algorithm applicability knowledge base

Abstract Given that the decision tree C4.5 algorithm has outstanding performance in prediction accuracy on medical datasets and is highly interpretable, this paper carries out an optimization study on the selection of hyperparameters of the algorithm in order to achieve fast and accurate optimizatio...

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Bibliographic Details
Main Authors: Yiyan Zhang, Yi Xin, Qin Li
Format: Article
Language:English
Published: Nature Portfolio 2025-08-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-11901-2
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