英文摘要
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The purpose of this study is to evaluate the reliability and validity of fuzzy linguistic variables. By the method of empirical study and data simulation, we will realize the characteristics of three kinds of fuzzy scoring.
In the empirical study, the objective function algorithm of fuzzy cluster is used to calculate the parameters of fuzzy numbers and the empirical data set is gotten from the questionnaire of “The Teacher Faith Scale.” For the purpose of fuzzy scoring, the fuzzy numbers are defuzzied. Form the results of Cronbach’s reliability, it shows that there is difference between traditional scoring and fuzzy scoring. The Cronbach’s reliability and validity of fuzzy scoring is larger than that of traditional scoring. In addition, there is also difference among three kinds of fuzzy scoring. As for the fuzzy scoring, when the “defuzzification” and “weighted membership” are considered, the Cronbach’s reliability and validity of this kind is the highest.
Moreover, in the study of data simulation, the factors contain “number of items”, “number of task-takers”, and “distribution of latent.” According to the comparisons of the Cronbach’s reliability, the results of data simulation was similar to those of empirical study. It also appears that Cronbach’s reliability of fuzzy scoring is larger than that of traditional scoring. The factors, “defuzzification” and “weighted membership”, will prompt the reliability of fuzzy scoring.
From results of empirical study and data simulation, we can realize that the reliability and validity of fuzzy linguistic scoring are better than those of traditional scoring. Finally, based upon the findings of this study, some recommendations for further research are suggested.
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