A new parameter reduction algorithm for soft sets based on chi-square test

Redundancy is an extremely significant challenge in data integration and decision making based on the model of soft set which is able to process data under uncertainty. There are four available methods which are designed to reduce the redundant parameters of the soft set. But there is a very low suc...

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Published inApplied intelligence (Dordrecht, Netherlands) Vol. 51; no. 11; pp. 7960 - 7972
Main Authors Qin, Hongwu, Fei, Qinghua, Ma, Xiuqin, Chen, Wanghu
Format Journal Article
LanguageEnglish
Published New York Springer US 01.11.2021
Springer Nature B.V
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Online AccessGet full text
ISSN0924-669X
1573-7497
DOI10.1007/s10489-021-02265-x

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Abstract Redundancy is an extremely significant challenge in data integration and decision making based on the model of soft set which is able to process data under uncertainty. There are four available methods which are designed to reduce the redundant parameters of the soft set. But there is a very low success rate on a large number of data sets obtained from practices by these methods. In order to overcome the inherent weakness, we propose a parameter reduction method based on chi square distribution for the model of soft set. Experimental results on two real-life application cases and thirty randomly generated data sets demonstrate that our algorithm largely improves the success rate of parameter reduction, redundant degree of parameter, and has higher practicability in comparison with the four existing normal parameter reduction algorithms.
AbstractList Redundancy is an extremely significant challenge in data integration and decision making based on the model of soft set which is able to process data under uncertainty. There are four available methods which are designed to reduce the redundant parameters of the soft set. But there is a very low success rate on a large number of data sets obtained from practices by these methods. In order to overcome the inherent weakness, we propose a parameter reduction method based on chi square distribution for the model of soft set. Experimental results on two real-life application cases and thirty randomly generated data sets demonstrate that our algorithm largely improves the success rate of parameter reduction, redundant degree of parameter, and has higher practicability in comparison with the four existing normal parameter reduction algorithms.
Author Chen, Wanghu
Qin, Hongwu
Ma, Xiuqin
Fei, Qinghua
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  organization: College of Computer Science and Engineering, Northwest Normal University
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Keywords Soft set
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Redundancy
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Snippet Redundancy is an extremely significant challenge in data integration and decision making based on the model of soft set which is able to process data under...
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SubjectTerms Algorithms
Artificial Intelligence
Chi-square test
Computer Science
Data integration
Datasets
Decision making
Fuzzy sets
Linear programming
Machines
Manufacturing
Mathematical models
Mechanical Engineering
Methods
Nursing
Parameters
Processes
Reduction
Redundancy
Set theory
Statistical tests
Success
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Title A new parameter reduction algorithm for soft sets based on chi-square test
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