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International Journal of Fuzzy Systems EISCIEScopus

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篇名 Generalized Interval-Valued Fuzzy Rough Sets Based on Interval-Valued Fuzzy Logical Operators
卷期 15:4
作者 Bao Qing HuHeung Wong
頁次 381-391
關鍵字 Interval-valued fuzzy setsinterval-valued fuzzy logical operatorsnterval-valued fuzzy triangular normsinterval-valued fuzzy residual implicatorsinterval-valued fuzzy rough setsEISCISCIEScopus
出刊日期 201312

中文摘要

英文摘要

The fuzzy rough sets and generalized fuzzy rough sets have been extended by three pairs of fuzzy logical operators to deal with real-valued data for a variety of models. Three pairs of fuzzy logical operators are triangular norm or t-norm and its dual (t-conorm), residual implicator or R-implicator and its dual, fuzzy implicator and t-norm, which are frequently discussed in generalization models of rough sets. There are recent researches into generalized interval-valued fuzzy rough sets for interval-valued fuzzy datasets. However, only fuzzy implicator and t-norm are used in generalized interval-valued fuzzy rough sets and another two pairs of fuzzy logical operators, t-norm and t-conorm, R-implicator and its dual, have not been considered in generalized interval-valued fuzzy rough sets. In this paper, these models are generalized to a new approach that not only considers interval-valued fuzzy sets but also two pairs of fuzzy logical operators. First, we study the interval representations of interval-valued fuzzy t-norm, interval-valued fuzzy negator, interval-valued fuzzy R-implicator and their duals, which provide a theoretical basis for interval-valued fuzzy rough sets based on interval-valued fuzzy logical operators. Second, we propose generalized interval-valued fuzzy rough sets based on two pairs of fuzzy logical operators: interval-valued fuzzy t-norms and t-conorm, and interval-valued fuzzy R-implicators and its dual. Finally, we confirm that some existing models, including rough sets, interval-valued fuzzy rough sets and generalized fuzzy rough sets based on fuzzy logical operators are special cases of the proposed models.

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