Enhancing Weak Nodes in Decision Tree Algorithm Using Data Augmentation

Decision trees are among the most popular classifiers in machine learning, artificial intelligence, and pattern recognition because they are accurate and easy to interpret. During the tree construction, a node containing too few observations (weak node) could still get split, and then the resulted s...

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Bibliographic Details
Main Authors: Manzali Youness, El Far Mohamed, Chahhou Mohamed, Elmohajir Mohammed
Format: Article
Language:English
Published: Sciendo 2022-06-01
Series:Cybernetics and Information Technologies
Subjects:
Online Access:https://doi.org/10.2478/cait-2022-0016