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Generalization of Rough Membership Function Based on α-Coverings of the Universe

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Book cover Advances in Soft Computing — AFSS 2002 (AFSS 2002)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 2275))

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Abstract

In 1982, Pawlak proposed the concept of rough sets with practical purpose of representing indiscernibility of elements. Even it is easy to analyze, the rough set theory built on a partition induced by equivalence relation may not provide a realistic view of relationships between elements in the real-world application. Here, coverings of, or non-equivalence relations on, the universe can be considered to represent a more realistic model instead of partition in which a generalized model of rough sets was proposed. In this paper, based on α-coverings of the universe, a generalized concept of rough membership functions is proposed and defined into three values, minimum, maximum and average. Their properties are examined.

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References

  1. Intan, R., Mukaidono, M., ‘Conditional Probability Relations in Fuzzy Relational Database’, Proceedings of RSCTC’00, (2000), pp.213–222.

    Google Scholar 

  2. Intan, R., Mukaidono, M., Yao, Y.Y.,‘Generalization of Rough Sets with α-coverings of the Universe Induced by Conditional Probability Relations’, Proceedings of International Workshop on Rough Sets and Granular Computing, (2001), pp.173–176.

    Google Scholar 

  3. Intan, R., Mukaidono, M., ‘Fuzzy Functional Dependency and Its Application to Approximate Querying’, Proceedings of IDEAS’00, (2000), pp.47–54.

    Google Scholar 

  4. Komorowski, J., Pawlak, Z., Polkowski, L., Skowron, TA., ‘Rough Sets: A Tutorial’, (1999).

    Google Scholar 

  5. Klir, G.J., Yuan, B., Fuzzy Sets and Fuzzy Logic: Theory and Applications,(Prentice Hall, New Jersey, 1995).

    MATH  Google Scholar 

  6. Pawlak, Z., ‘Rough Sets’, International Journal Computation & Information Science 11,(1982), pp.341–356.

    Article  MathSciNet  MATH  Google Scholar 

  7. Pawlak, Z., Skowron, A.,‘Rough Membership Functions’,Fuzzy Logic for the Management of Uncertainty(L.A. Zadeh and J. Kacprzyk, Eds.), (Wiley, New York, 1994), pp.251–271.

    Google Scholar 

  8. Yao, Y.Y., Zhang, J.P., ‘Interpreting Fuzzy Membership Functions in the Theory of Rough Sets’, Proceedings of RSCTC’00, (2000), pp.50–57.

    Google Scholar 

  9. Yao, Y.Y., ‘Two View of the Theory of Rough Sets in Finite Universe’, International Journal of Approximate Reasoning 15, (1996), pp.291–317.

    Article  MATH  MathSciNet  Google Scholar 

  10. Yao, Y.Y., ‘A comparative study of fuzzy sets and rough sets’, International Journal of Information Science 109, (1998), pp.227–242.

    MATH  Google Scholar 

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© 2002 Springer-Verlag Berlin Heidelberg

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Intan, R., Mukaidono, M. (2002). Generalization of Rough Membership Function Based on α-Coverings of the Universe. In: Pal, N.R., Sugeno, M. (eds) Advances in Soft Computing — AFSS 2002. AFSS 2002. Lecture Notes in Computer Science(), vol 2275. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-45631-7_18

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  • DOI: https://doi.org/10.1007/3-540-45631-7_18

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  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-43150-3

  • Online ISBN: 978-3-540-45631-5

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