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On robustness of the full implication triple I inference method with respect to finer measurements. (English) Zbl 1316.68196

Summary: This paper mainly discusses three points. First of all, different types of equalities and similarity degrees between two fuzzy sets on a given universe of discourse are compared and analyzed. In particular, the concept of \((T,\delta)\) equality is revised as a measure to evaluate robustness of fuzzy reasoning. Besides, several induced metrics with respect to left-continuous T-norms are investigated, and properties of the related metric spaces are discussed. Finally, based on discussions above, the continuity of the triple I method with respect to the revised measures is proved, which reflects the good behavior of robustness of the triple I method.

MSC:

68T37 Reasoning under uncertainty in the context of artificial intelligence
Full Text: DOI

References:

[1] Cai, K. Y., \(δ\)-equalities of fuzzy sets, Fuzzy Sets Syst., 76, 97-112 (1995) · Zbl 0852.04007
[2] Cai, K. Y., Robustness of fuzzy reasoning and \(δ\)-equalities of fuzzy sets, IEEE Trans. Fuzzy Syst., 9, 5, 738-750 (2001)
[3] Li, Y. M.; Li, D. C.; Pedrycz, W.; Wu, J. J., An approach of measure the robustness of fuzzy reasoning, Int. J. Intell. Syst., 20, 393-413 (2005) · Zbl 1101.68880
[4] Ying, M. S., Perturbation of fuzzy reasoning, IEEE Trans. Fuzzy Syst., 7, 5, 625-629 (1999)
[5] Georgescu, I., A generalization of the Cai \(δ\)-equality of fuzzy sets, (Proceedings of International Conference Fuzzy Information Processing. Proceedings of International Conference Fuzzy Information Processing, Beijing, China (1-4 March 2003)), 123-127
[6] Li, Y. M., Approximation and robustness of fuzzy finite automata, Int. J. Approx. Reason., 47, 247-257 (2008) · Zbl 1184.68319
[7] Li, Y. F.; Qin, K. Y.; He, X. X., Robustness of fuzzy connectives and fuzzy reasoning, Fuzzy Sets Syst., 225, 93-105 (2013) · Zbl 1284.93139
[8] Cheng, G. S.; Fu, Y. X., Error estimation of perturbations under CRI, IEEE Trans. Fuzzy Syst., 14, 709-715 (2006)
[9] Dai, S. S.; Pei, D. W.; Wang, S. M., Perturbation of fuzzy sets and fuzzy reasoning based on normalized Minkowski distance, Fuzzy Sets Syst., 189, 63-73 (2012) · Zbl 1238.03042
[10] Wang, G. J., Non-classical Mathematical Logic and Approximate Reasoning (2000), Science Press: Science Press Beijing, (in Chinese)
[11] Ma, Z. R.; Wu, W. M., Logical operators on complete lattices, Inf. Sci., 55, 77-97 (1991) · Zbl 0741.03010
[12] Wang, G. J.; Zhou, H. J., Introduction to Mathematical Logic and Resolution Principle (2009), Science Press/U.K. Alpha Science International Limited: Science Press/U.K. Alpha Science International Limited Beijing/Oxford
[13] Klement, E. P.; Mesiar, R.; Pap, E., Triangular Norms (2000), Kluwer Academic Publishers: Kluwer Academic Publishers Dordrecht · Zbl 0972.03002
[14] Wang, G. J., The full implication triple I method of fuzzy reasoning, Sci. China Ser. E, 29, 43-53 (1999)
[15] Pei, D. W., Unified full implication algorithms of fuzzy reasoning, Inf. Sci., 178, 520-530 (2008) · Zbl 1125.68122
[16] Liu, H. W.; Wang, G. J., Continuity of triple I methods based on several implications, Comput. Math. Appl., 56, 2079-2087 (2008) · Zbl 1165.68519
[17] Luo, M. X.; Yao, N., Triple I algorithms based on Schweizer-Sklar operators in fuzzy reasoning, Int. J. Approx. Reason., 54, 640-652 (2013) · Zbl 1316.68187
[18] Pei, D. W., Formalization of implication based fuzzy reasoning method, Int. J. Approx. Reason., 53, 837-846 (2012) · Zbl 1246.03049
[19] Wang, G. J., Computational Intelligence (2005), Higher Education Press: Higher Education Press Beijing, (in Chinese)
[20] Jin, J. H.; Li, Y. M.; Li, C. Q., Robustness of fuzzy reasoning via logically equivalence measure, Inf. Sci., 177, 5103-5117 (2007) · Zbl 1126.68082
[21] Bělohlávek, R., Fuzzy Relational Systems, Foundations and Principles (2002), Kluwer: Kluwer Dordrecht · Zbl 1067.03059
[22] Dai, S. S.; Pei, D. W.; Guo, D. H., Robustness analysis of full implication inference method, Int. J. Approx. Reason., 54, 653-666 (2013) · Zbl 1316.68175
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