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Covering-Based Pessimistic Multigranular Approximate Rough Equivalences and Approximate Reasoning

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Smart Computing and Informatics

Part of the book series: Smart Innovation, Systems and Technologies ((SIST,volume 77))

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Abstract

The multigranular rough set (MGRS) models of Qian et al. were extended to put forth covering-based multigranular rough sets (CBMGRS) by Liu et al. in 2012. The equality of sets, which is restrictive and redundant, was extended first in Pawlak (Rough sets: theoretical aspects of reasoning about data. Kluwer, London, 1991) and subsequently in Tripathy (Int J Adv Sci Technol 31:23–36, 2011) to propose four types of rough set-based approximate equalities. These basic concepts of rough equalities have been extended to several generalized rough set models. In this paper, covering-based pessimistic multigranular (CBPMG) approximate rough equivalence is introduced and several of their properties are established. Real life examples are taken for constructing counter examples and also for illustration. We have also discussed how these equalities can be applied in approximate reasoning and our latest proposal is no exception.

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References

  1. Lin, G.P., Qian, Y.H, Li, J.J.: A covering-based pessimistic multi-granulation rough set. In: Proceedings of International Conference on Intelligent Computing, 11–14 August, Zhengzhou, China (2011)

    Google Scholar 

  2. Liu, C.H., Miao, D.Q.: Covering rough set model based on multi-granulations. In: Proceedings of Thirteenth International Conference on Rough Sets, Fuzzy Set, Data Mining and Granular Computing, LNCS (LNAI) 6743, pp. 87–90 (2011)

    Google Scholar 

  3. Liu, C.L., Miao, D., Quain, J.: On multi-granulation covering rough sets. Int. J. Approx. Reason 55, 1404–1418 (2014)

    Article  MathSciNet  Google Scholar 

  4. Pawlak, Z.: Rough sets. Int. J. Comput. Inf. Sci. 11, 341–356 (1982)

    Article  Google Scholar 

  5. Pawlak, Z.: Rough Sets: Theoretical Aspects of Reasoning About Data. Kluwer, London (1991)

    Book  Google Scholar 

  6. Qian, Y.H., Liang, J.Y., Dang, C.Y.: Pessimistic rough decision. In: Proceedings of RST 2010, Zhou Shan, China, pp. 440–449 (2010)

    Google Scholar 

  7. Qian, Y.H., Liang, J.Y: Rough set method based on multi-granulations. In: Proceedings of the 5th IEEE Conference on Cognitive Informatics, vol. 1, pp. 297–304 (2006)

    Google Scholar 

  8. Safari, S., Hooshmandasl, M.R.: On twelve types of covering-based rough sets. Springer Plus 5(1003), 1–18 (2016)

    Google Scholar 

  9. Tripathy, B.K.: An analysis of approximate equalities based on rough set theory. Int. J. Adv. Sci. Technol. 31, 23–36 (2011)

    Google Scholar 

  10. Tripathy, B.K., Jhawar, A., Vats, E.: An analysis of generalised approximate equalities based on rough fuzzy sets. In: Proceedings of the International Conferences on SocPros 2011, 22–24 December, IIT-Roorkee, AISC 130, Springer India, vol. 1, pp. 333–346 (2012)

    Google Scholar 

  11. Tripathy, B.K., Mitra, A., Ojha, J.: On Rough Equalities and Rough Equivalence of Sets, RSCTC 2008-Akron, U.S.A., Springer, LNAI 5306, pp. 92–102 (2008)

    Google Scholar 

  12. Tripathy, B.K., Mitra, A.: On the approximate equalities of multigranular rough sets and approximate reasoning. In: 4th IEEE Conference on Computing, Communication and Network Technologies, ICCCNT 2013, Elayapalayam (2013). doi:https://doi.org/10.1109/ICCCNT.2013.6726771

  13. Tripathy, B.K., Mohanty, R.R.: Covering based pessimistic multigranular approximate rough equalities and their properties. Accepted for publication in the Int. J. Rough Sets Data Anal. (2016)

    Google Scholar 

  14. Tripathy, B.K., Panda, G.K.: Approximate equalities on rough intuitionistic fuzzy sets and an analysis of approximate equalities. IJCSI 9(2), 3, 371–380 (2012)

    Google Scholar 

  15. Tripathy, B.K., Saraf, P., Parida, S.C.: On multigranular approximate rough equivalence of sets and approximate reasoning. In: Proceedings of the International Conference on CIDM, 20–21, December 2014, Computational Intelligence in Data Mining, vol. 2, Smart Innovation, Systems and technologies, pp. 605–616 (2015)

    Google Scholar 

  16. Tripathy, B.K., Tripathy, H.K.: Covering based rough equivalence of sets and comparison of knowledge. In: Proceedings of the IACSIT-SC 2009, Singapore, pp. 303–307 (2009). doi:https://doi.org/10.1109/IACSIT-SC.2009.88

  17. Jhawar, A., Vats, E., Tripathy, B., & Chan, C.S.: Generalised approximate equalities based on rough fuzzy sets & rough measures of fuzzy sets. Paper presented at the IEEE International Conference on Fuzzy Systems, (2013). doi:https://doi.org/10.1109/FUZZ-IEEE.2013.6622541

  18. Tripathy, B.K.: On Approximation of Classifications, Rough Equalities and Rough Equivalences, Springer International Studies in Computational Intelligence, vol. 174, Rough Set Theory: A True Landmark in Data Analysis, pp. 85–133 (2009)

    Google Scholar 

  19. Tripathy, B.K.: Rough sets on intuitionistic fuzzy approximation spaces. IEEE Intelligent Systems, pp. 776–779 (2006)

    Google Scholar 

  20. Tripathy, B.K., Mitra, A.: On approximate equivalences of multigranular rough sets and approximate reasoning. Int. J. Inf. Technol. Comput. Sci. 10, 103–113 (2013). doi:https://doi.org/10.5815/ijitcs.2013.10.11

  21. Nagaraju, M., Tripathy, B.K.: Approximate equalities for covering based optimistic multi granular rough sets and their properties. IIOAB J. 6(4), 77–97 (2015)

    Google Scholar 

  22. Tripathy, B.K., Parida, S.C.: Covering based pessimistic multigranular rough equalities and their properties. Int. J. Inf. Technol. Comput. Sci. 8(4), 52–62 (2016)

    Google Scholar 

  23. Tripathy, B.K., Parida, S.C.: Covering based optimistic multigranular rough equalities and their properties. Int. J. Intell. Syst. Appl. 8(6), 70–79 (2016)

    Google Scholar 

  24. Tripathy, B.K., Rawat, R., Divya Rani, V., Parida, S.C.: Approximate reasoning through multigranular approximate rough equalities. IJISA 6(8), 69–76 (2014)

    Article  Google Scholar 

  25. Yao, Y.Y.: Perspectives of granular computing. In: Proceedings of 2005 IEEE International Conference on Granular Computing, I, pp. 85–90 (2005)

    Google Scholar 

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Correspondence to B. K. Tripathy .

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Tripathy, B.K., Parida, S.K. (2018). Covering-Based Pessimistic Multigranular Approximate Rough Equivalences and Approximate Reasoning. In: Satapathy, S., Bhateja, V., Das, S. (eds) Smart Computing and Informatics . Smart Innovation, Systems and Technologies, vol 77. Springer, Singapore. https://doi.org/10.1007/978-981-10-5544-7_30

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  • DOI: https://doi.org/10.1007/978-981-10-5544-7_30

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