A new locally adaptive K-nearest centroid neighbor classification based on the average distance

The classification performance of a k-nearest neighbour (KNN) method is dependent on the choice of the k neighbours of a query. However, it is difficult to optimise the performance of KNN by choosing appropriate neighbours and an appropriate value of k. Moreover, the performance of KNN suffers from...

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Bibliographic Details
Main Authors: Benqiang Wang, Shunxiang Zhang
Format: Article
Language:English
Published: Taylor & Francis Group 2022-12-01
Series:Connection Science
Subjects:
Online Access:http://dx.doi.org/10.1080/09540091.2022.2088695