Browse > Article
http://dx.doi.org/10.3745/KIPSTB.2010.17B.2.163

A Linguistic Case-based Fuzzy Reasoning based on SPMF  

Choi, Dae-Young (유한대학 경영정보과)
Abstract
A linguistic case-based fuzzy reasoning (LCBFR) based on standardized parametric membership functions (SPMF) is proposed. It provides an efficient mechanism for a fuzzy reasoning within linear time complexity. Thus, it can be used to improve the speed of fuzzy reasoning. In the process of LCBFR, linguistic case indexing and retrieval based on SPMF is suggested. It can be processed relatively fast compared to the previous linguistic approximation methods. From the engineering viewpoint, it may be a valuable advantage.
Keywords
Linguistic Case-based Fuzzy Reasoning (LCBFR); Standardized Parametric Membership Functions (SPMF); Linguistic Case Indexing and Retrieval;
Citations & Related Records
연도 인용수 순위
  • Reference
1 M. Mizumoto, Extended fuzzy reasoning, In : Gupta et al. (Eds.), Approximate reasoning in expert systems (North-Holland, 1985) 71-85.
2 M. Mizumoto, H.-J. Zimmermann, Comparison of fuzzy reasoning methods, Fuzzy sets and systems 8 (1982) 253-283.   DOI   ScienceOn
3 T. Tanrikorur, Great expectations, Intelligent enterprise 4(12) (2001) 35-38.
4 I. B. Turksen, Z. Zhong, An approximate analogical reasoning approach based on similarity measures, IEEE transactions on SMC 18(6) (1988) 1049-1056.   DOI   ScienceOn
5 F. Wenstop, Deductive verbal models of organization, International journal of man-machine studies 8(1976) 293-311.   DOI   ScienceOn
6 Zadeh, L. A., A Theory of Approximate Reasoning, in J. E. Hayes et al. (Eds.), Machine Intelligence (Wiley, New York), pp.149-194, 1979.
7 R. Zwick, E. Carlstein, D. V. Budescu, Measures of similarity among fuzzy concepts : A comparative analysis, International journal of approximate reasoning 1(1987) 221-242.   DOI   ScienceOn
8 R. Degani, G. Bortolan, The problem of linguistic approximation in clinical decision making, International journal of approx. reasoning 2(2) (1988)143-162.   DOI   ScienceOn
9 F. Eshragh, E. H. Mamdani, A general approach to linguistic approximation, International journal of man-machine studies 11(1979) 501-519.   DOI   ScienceOn
10 D. Gentner, K. J. Holyoak, B. Kokinov, Analogy: perspectives from cognitive science, (MIT press. Cambridge: MA, 2000)
11 K. D. Forbus, T. Mostek, R. Ferguson, An analogy ontology for integrating analogical processing and first-principles reasoning, Proc. IAAI-02 (2002) 878-885.
12 T. C. Chang, K. Hasegawa, C. W. Ibbs, The effects of membership function on fuzzy reasoning, Fuzzy sets and systems 44 (1991) 169-186.   DOI   ScienceOn
13 L. A. Zadeh, The concept of a linguistic variables and its application to approximate reasoning 1, 2, 3, In R. R. Yager, et al. (Eds.), Fuzzy sets and applications (John Wiley & Sons, 1987) 219-366.
14 H. Ahn, K. J. Kim, I. Han, A case-based reasoning system with the two-dimensional reduction technique for customer classification, Expert systems with application 32 (2007) 1011-1019.   DOI   ScienceOn
15 I. Batyrshin, M. Wagbnknbcht, Towards a linguistic description of dependencies in data, Int. journal of appl. math. compt. sci., 12(3) (2002) 391-401.
16 C. Chiu, A case-based customer classification approach for direct marketing, Expert systems with application 22 (2002) 163-168.   DOI   ScienceOn
17 L. A. Zadeh, Calculus of fuzzy restriction, In L. A. Zadeh, et al. (Eds.), Fuzzy sets and their applications to cognitive and decision processes (Academic Press, 1975) 1-39
18 C. Chiu, P. C. Chang, N. H. Chiu, A case-based expert support system for due-date assignment in a water fabrication factory, Journal of intelligent manufacturing (14) (2003) 287-296.   DOI
19 D. Y. Choi, ATM based on SPMF, Lecture notes in artificial intelligence 4251 (2006) 490-497.   DOI   ScienceOn
20 L. A. Zadeh, Outline of a new approach to the analysis of complex systems and decision processes, IEEE transactions on SMC 3 (1973) 28-44.   DOI   ScienceOn
21 T. Hamaguchi, H. Meng, K. Takeda, Y. Shimada, Y. Hashimoto, T. Itoh, A training system for maintenance personnel based on analogical reasoning, LNAI 4252 (2006) 587-594.   DOI   ScienceOn
22 Kolodner, J., Case-based Reasoning (Morgan Kaufmann, 1993).
23 R. Kowalczyk, On linguistic approximation with genetic programming, Lecture notes in computer science 1415 (1998) 200-209.   DOI   ScienceOn
24 E. Mamdani, Soft knowledge as key enabler of future services, Proceedings of the 2001 BISC international workshop on fuzzy logic and the Internet (2001) 145-148.