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2017 | OriginalPaper | Chapter

A Method for the Detection of the Most Suitable Fuzzy Implication for Data Applications

Authors : Panagiotis Pagouropoulos, Christos D. Tzimopoulos, Basil K. Papadopoulos

Published in: Engineering Applications of Neural Networks

Publisher: Springer International Publishing

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Abstract

Fuzzy implications are widely used in applications where propositional logic is applicable. In cases where a variety of fuzzy implications can be used for a specific application, it is important that the optimal candidate be chosen in order valuable inference be drawn from a given set of data. This study introduces a method for detecting the most suitable fuzzy implication among others under consideration, which incorporates an algorithm forthe separation of two extreme cases. According to the truth values of the corresponding fuzzy propositions the optimal implication is one of these two extremes. An example involving five such relations is used to illustrate the procedure of the method. The results obtained verify that the resulting implication is the optimal operator for inference making from the data.

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Literature
1.
go back to reference Azzalini, A.: A class of distributions which includes the normal ones. Scand. J. Stat. 12, 171–178 (1985)MathSciNetMATH Azzalini, A.: A class of distributions which includes the normal ones. Scand. J. Stat. 12, 171–178 (1985)MathSciNetMATH
4.
go back to reference Czogala, E., Leski, J.: On equivalence of approximate reasoning results using different interpretations of fuzzy if–then rules. Fuzzy Set. Syst. 117, 279–296 (2001). doi:10.1016/S0165-0114(98)00412-6 Czogala, E., Leski, J.: On equivalence of approximate reasoning results using different interpretations of fuzzy if–then rules. Fuzzy Set. Syst. 117, 279–296 (2001). doi:10.​1016/​S0165-0114(98)00412-6
5.
go back to reference Diamond, P., Kloeden, P.: Metric Spaces of Fuzzy Sets: Theory and Applications, 1st edn. Word Scientific, Singapore (1994)CrossRefMATH Diamond, P., Kloeden, P.: Metric Spaces of Fuzzy Sets: Theory and Applications, 1st edn. Word Scientific, Singapore (1994)CrossRefMATH
6.
go back to reference Henze, N.: A probabilistic representation of the ‘skew-normal’ distribution. Scand. J. Stat. 13, 271–275 (1986)MathSciNetMATH Henze, N.: A probabilistic representation of the ‘skew-normal’ distribution. Scand. J. Stat. 13, 271–275 (1986)MathSciNetMATH
7.
go back to reference Jang, J.S.R., Sun, C.T., Mizutani, E.: Fuzzy Sets, in Neuro-Fuzzy and Soft Computing: A Computational Approach to Learning and Machine Intelligence, 1st edn. Prentice Hall, Upper Saddle River (1997) Jang, J.S.R., Sun, C.T., Mizutani, E.: Fuzzy Sets, in Neuro-Fuzzy and Soft Computing: A Computational Approach to Learning and Machine Intelligence, 1st edn. Prentice Hall, Upper Saddle River (1997)
9.
go back to reference Klir, G.J., Yuan, B.: Fuzzy Sets and Fuzzy Logic: Theory and Applications, 1st edn. Prentice Hall, Upper Saddle River (1995)MATH Klir, G.J., Yuan, B.: Fuzzy Sets and Fuzzy Logic: Theory and Applications, 1st edn. Prentice Hall, Upper Saddle River (1995)MATH
10.
go back to reference Larsen, P.M.: Industrial applications of fuzzy logic control. Int. J. Man. Mach. Stud. 12, 3–10 (1980) Larsen, P.M.: Industrial applications of fuzzy logic control. Int. J. Man. Mach. Stud. 12, 3–10 (1980)
11.
go back to reference Luo, M., Cheng, Ze.: The distance between fuzzy sets in fuzzy metric spaces. In: 12th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD), pp. 190–194. IEEE Press, Zhangjiajie (2015). doi:10.1109/FSKD.2015.7381938 Luo, M., Cheng, Ze.: The distance between fuzzy sets in fuzzy metric spaces. In: 12th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD), pp. 190–194. IEEE Press, Zhangjiajie (2015). doi:10.​1109/​FSKD.​2015.​7381938
16.
go back to reference Pagouropoulos, P., Tzimopoulos, C., Papadopoulos, B.: Selecting the most appropriate fuzzy implication based on statistical data. Int. J. Fuzzy Syst. Adv. Appl. 3, 32–42 (2016) Pagouropoulos, P., Tzimopoulos, C., Papadopoulos, B.: Selecting the most appropriate fuzzy implication based on statistical data. Int. J. Fuzzy Syst. Adv. Appl. 3, 32–42 (2016)
18.
go back to reference Ross, T.J.: Fuzzy Logic with Engineering Applications, 2nd edn. Wiley, Chichester (2004)MATH Ross, T.J.: Fuzzy Logic with Engineering Applications, 2nd edn. Wiley, Chichester (2004)MATH
19.
go back to reference Tick, J., Fodor, J.: Fuzzy implications and inference processes. Comput. Inform. 24, 591–602 (2005)MathSciNetMATH Tick, J., Fodor, J.: Fuzzy implications and inference processes. Comput. Inform. 24, 591–602 (2005)MathSciNetMATH
20.
go back to reference Tzimopoulos, C., Papadopoulos, B.: Ασαφής ΛογικήΜεΕφαρμογές στις ΕπιστήμεςτουΜηχανικού [Fuzzy Logic with Application in Engineering] (in Greek). Ziti Publications, Thessaloniki (2013) Tzimopoulos, C., Papadopoulos, B.: Ασαφής ΛογικήΜεΕφαρμογές στις ΕπιστήμεςτουΜηχανικού [Fuzzy Logic with Application in Engineering] (in Greek). Ziti Publications, Thessaloniki (2013)
21.
go back to reference Wang, G., Chen, S., Zhou, Z., Liu, J.: Modelling and analyzing trust conformity in e-commerce based on fuzzy logic. Syst. 14, 1–10 (2015) Wang, G., Chen, S., Zhou, Z., Liu, J.: Modelling and analyzing trust conformity in e-commerce based on fuzzy logic. Syst. 14, 1–10 (2015)
Metadata
Title
A Method for the Detection of the Most Suitable Fuzzy Implication for Data Applications
Authors
Panagiotis Pagouropoulos
Christos D. Tzimopoulos
Basil K. Papadopoulos
Copyright Year
2017
DOI
https://doi.org/10.1007/978-3-319-65172-9_21

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