Title
A new two-layer nearest neighbor selection method for kNN classifier
Abstract
The k-nearest neighbor (kNN) classifier is a classical classification algorithm that has been applied in many fields. However, the performance of the kNN classifier is limited by a simple neighbor selection method, called nearest neighbor (NN) rule, where only the neighborhood of the query is considered when selecting the nearest neighbors of the query. In other words, the NN rule only uses one-layer neighborhood information of the query.
Year
DOI
Venue
2022
10.1016/j.knosys.2021.107604
Knowledge-Based Systems
Keywords
DocType
Volume
kNN classifier,Two-layer nearest neighbor rule,First-layer neighborhood,Second-layer neighborhood,Extended neighborhood
Journal
235
ISSN
Citations 
PageRank 
0950-7051
1
0.38
References 
Authors
0
3
Name
Order
Citations
PageRank
Yikun Wang110.38
Zhibin Pan210.72
Jing Dong335430.86