NDLI: Updating knowledge in multigranulation decision-theoretic rough set model based on decision support degree

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Updating knowledge in multigranulation decision-theoretic rough set model based on decision support degree

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Updating knowledge in multigranulation decision-theoretic rough set model based on decision support degree

Content Provider	IET Digital Library
Author	Lin, Guoping Liu, Fengling Chen, Shengyu Yu, Xiaolong
Abstract	Based on the majority rules, a multigranulation decision-theoretic rough set model based on the decision support degree is proposed, in which the thresholds can be computed by the decision risk minimisation based on the Bayesian decision-theoretic. In various practical situations, information systems may alter dynamically with time. Incremental learning is an alternative manner for maintaining knowledge by utilising previous computational results under dynamic data. Therefore, the authors investigate dynamic approaches to update the knowledge in the new model when adding or deleting granular structures. Besides, the corresponding dynamic and static algorithms are designed and their time complexities are analysed. Finally, comparative experiments by using six data sets from UCI are carried out; the results illustrate that the proposed dynamic algorithm is effective and is more efficient than the static algorithm.
Starting Page	335
Ending Page	343
Page Count	9
Volume Number	2020
e-ISSN	20513305
Issue Number	Issue 13, Jul (2020)
Alternate Webpage(s)	https://digital-library.theiet.org/content/journals/joe/2020/13
Alternate Webpage(s)	https://digital-library.theiet.org/content/journals/10.1049/joe.2019.1192
Journal	The Journal of Engineering
Publisher	The Institution of Engineering and Technology
Publisher Date	2020-01-13
Access Restriction	Open
Rights License	Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/)
Subject Keyword	Bayes Method Bayesian Decision-theoretic Combinatorial Mathematics Decision Risk Minimisation Decision Support Degree Decision Theory Game Theory Granular Computing Incremental Learning Knowledge Engineering Technique Learning in AI Multigranulation Decision-theoretic Rough Set Model Rough Set Theory Static Algorithm
Content Type	Text
Resource Type	Article

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