Effective k-nearest neighbor models for data classification enhancement

Abstract Imbalanced class distributions and class overlaps are major problems that are often associated with the classifier’s decreased performance. To lessen their impact, the literature continues to introduce methods, including kNN extensions. Nevertheless, as far as we know, the kNN’s performance...

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Bibliographic Details
Main Authors: Ali A. Amer, Sri Devi Ravana, Riyaz Ahamed Ariyaluran Habeeb
Format: Article
Language:English
Published: SpringerOpen 2025-04-01
Series:Journal of Big Data
Subjects:
Online Access:https://doi.org/10.1186/s40537-025-01137-2
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