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Published in: International Journal of Machine Learning and Cybernetics 5/2020

30-03-2020 | Editorial

New advances in three-way decision, granular computing and concept lattice

Authors: Xizhao Wang, Jinhai Li

Published in: International Journal of Machine Learning and Cybernetics | Issue 5/2020

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Excerpt

Three-way decision (3WD) was proposed by Yiyu Yao to solve learning and reasoning problems by means of ternary classification. It trisects a universe of discourse and represents the uncertainty in the form of non-commitment. Granular computing (GrC) is an effective theory for information granulation. As far as we know, some well-known experts made substantial contributions in the early development of GrC such as Lotfi A. Zadeh, Tsau Young Lin, Yiyu Yao, Witold Pedrycz, etc. Concept lattice (CL), presented by Rudolf Wille in studying formal concept analysis, was to make data analysis based on Boolean relation. Up to now, 3WD, GrC and CL have been used to develop different types of machine learning models. For instance, 3WD-based clustering, multi-granularity structure learning and clustering, and concept-cognitive learning model for classification. …

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Metadata
Title
New advances in three-way decision, granular computing and concept lattice
Authors
Xizhao Wang
Jinhai Li
Publication date
30-03-2020
Publisher
Springer Berlin Heidelberg
Published in
International Journal of Machine Learning and Cybernetics / Issue 5/2020
Print ISSN: 1868-8071
Electronic ISSN: 1868-808X
DOI
https://doi.org/10.1007/s13042-020-01117-3

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