An improved decision tree algorithm based on variable precision neighborhood similarity

•The existing methods may lead to a contradictory in the transitivity.•A novel neighborhood geometric similarity was firstly defined.•Four new kinds of neighborhood similarities were proposed.•A new VPNRS model is constructed, and a novel decision tree algorithm is proposed. The decision tree algori...

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Bibliographic Details

Published in:	Information sciences Vol. 615; pp. 152 - 166
Main Authors:	Liu, Caihui, Lin, Bowen, Lai, Jianying, Miao, Duoqian
Format:	Journal Article
Language:	English
Published:	Elsevier Inc 01.11.2022
Subjects:	Attribute dependence Decision tree algorithm Equivalence relation Neighborhood algebraic similarity Neighborhood geometry similarity Variable precision neighborhood rough set Neighborhood algebraic similarity Equivalence relation Neighborhood geometry similarity Decision tree algorithm Variable precision neighborhood rough set Attribute dependence
ISSN:	0020-0255, 1872-6291
Online Access:	Get full text
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