Enhancing K-nearest neighbor algorithm: a comprehensive review and performance analysis of modifications

Enhancing K-nearest neighbor algorithm: a comprehensive review and performance analysis of modifications

Abstract The k-Nearest Neighbors (kNN) method, established in 1951, has since evolved into a pivotal tool in data mining, recommendation systems, and Internet of Things (IoT), among other areas. This paper presents a comprehensive review and performance analysis of modifications made to enhance the...

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Bibliographic Details
Main Authors: Rajib Kumar Halder, Mohammed Nasir Uddin, Md. Ashraf Uddin, Sunil Aryal, Ansam Khraisat
Format: Article
Language:English
Published: SpringerOpen 2024-08-01
Series:Journal of Big Data
Subjects:
K-nearest neighbors join
K-nearest neighbors search
Exact K-nearest neighbors
High dimensional data
Performance analysis
Online Access:https://doi.org/10.1186/s40537-024-00973-y

Internet

https://doi.org/10.1186/s40537-024-00973-y

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