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Applications of repeat degree to coverings of neighborhoods

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Abstract

Covering of neighborhoods is an important concept in covering-based rough sets. There are many unsolved issues related to coverings of neighborhoods. The concept of repeat degree is proposed to study under what condition a covering of neighborhoods is a partition. It enables us to deal with many issues related to coverings of neighborhoods when coverings are incomplete. This paper applies repeat degree to solve some fundamental issues in coverings of neighborhoods. First, we investigate under what condition a covering of neighborhoods is equal to the reduct of the covering which induces the covering of neighborhoods. Then we study under what condition two coverings induce the same relation and the same covering of neighborhoods. Finally, we propose an approach to calculate coverings through repeat degree.

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References

  1. Bonikowski Z, Bryniarski E, Wybraniec-Skardowska U (1998) Extensions and intentions in the rough set theory. Inf Sci 107:149–167

    Article  MathSciNet  MATH  Google Scholar 

  2. Bryniarski E (1989) A calculus of rough sets of the first order. Bull Polish Acad Sci 37:71–78

    MathSciNet  MATH  Google Scholar 

  3. Chen D, Zhang W, Yeung D, Tsang E (2006) Rough approximations on a complete completely distributive lattice with applications to generalized rough sets. Inf Sci 176:1829–1848

    Article  MathSciNet  MATH  Google Scholar 

  4. Chen J, Li J, Lin Y (2013) On the structure of definable sets in covering approximation spaces. Int J Mach Learn Cybernet 4:195–206

    Article  Google Scholar 

  5. Dai J (2005) Logic for rough sets with rough double stone algebraic semantics. In: Rough sets, fuzzy sets, data mining, and granular computing, vol 3641 of LNCS, pp 141–148

  6. Diker M, Ugur AA (2012) Textures and covering based rough sets. Inf Sci 184:44–63

    Article  MathSciNet  MATH  Google Scholar 

  7. Du Y, Hu Q, Zhu P, Ma P (2011) Rule learning for classification based on neighborhood covering reduction. Inf Sci 181:5457–5467

    Article  MathSciNet  Google Scholar 

  8. Estaji AA, Hooshmandasl MR, Davvaz B (2012) Rough set theory applied to lattice theory. Inf Sci 200:108–122

    Article  MathSciNet  MATH  Google Scholar 

  9. Fan N, Hu G, Xiao X, Zhang W (2012) Study on conditions of neighborhoods forming a partition. In: International Conference on fuzzy systems and knowledge discovery, 256–259

  10. Huang A, Zhu W (2012) Geometric lattice structure of covering-based rough sets through matroids. J Appl Math. doi:10.1155/2012/236307

  11. Kazanci O, Yamak S, Davvaz B (2008) The lower and upper approximations in a quotient hypermodule with respect to fuzzy sets. Inf Sci 178:2349–2359

    Article  MathSciNet  MATH  Google Scholar 

  12. Kondo M (2005) On the structure of generalized rough sets. Inf Sci 176:589–600

    Article  MathSciNet  MATH  Google Scholar 

  13. Lashin E, Kozae A, Khadra AA, Medhat T (2005) Rough set theory for topological spaces. Int J Approx Reason 40:35–43

    Article  MathSciNet  MATH  Google Scholar 

  14. Li Q, Zhu W (2013) Closed-set lattice of regular sets based on a serial and transitive relation through matroids. Int J Mach Learn Cybernet. doi:10.1007/s13042-013-0176-2

    Google Scholar 

  15. Lin TY (1988) Neighborhood systems and relational databases. In: ACM sixteenth annual conference on computer science, p 725

  16. Liu G (2008) Generalized rough sets over fuzzy lattices. Inf Sci 178:1651–1662

    Article  MathSciNet  MATH  Google Scholar 

  17. Liu G, Sai Y (2009) A comparison of two types of rough sets induced by coverings. Int J Approx Reason 50:521–528

    Article  MathSciNet  MATH  Google Scholar 

  18. Liu Y, Zhu W (2012) Matroidal structure of rough sets based on serial and transitive relations. J Appl Math. doi:10.1155/2012/429737

  19. Ma L (2012) On some types of neighborhood-related covering rough sets. Int J Approx Reason 53:901–911

    Article  MathSciNet  MATH  Google Scholar 

  20. Pawlak Z (1982) Rough sets. Int J Computer Inf Sci 11:341–356

    Article  MathSciNet  MATH  Google Scholar 

  21. Pawlak Z (1991) Rough sets: theoretical aspects of reasoning about data. Kluwer Academic Publishers, Boston

    Book  MATH  Google Scholar 

  22. Pomykala JA (1987) Approximation operations in approximation space. Bull Polish Acad Sci Math 35:653–662

    MathSciNet  MATH  Google Scholar 

  23. Pomykala JA (1988) On definability in the nondeterministic information system. Bull Polish Acad Sci Math 36:193–210

    MathSciNet  MATH  Google Scholar 

  24. Qin K, Gao Y, Pei Z (2007) On covering rough sets. in: Rough set and knowledge technology, vol 4481 of LNAI, pp 34–41

  25. Samanta P, Chakraborty MK (2009) Covering based approaches to rough sets and implication lattices. In: Rough sets, fuzzy sets, data mining and granular computing, vol 5908 of LNAI, pp 127–134

  26. Shi Z, Gong Z (2010) The further investigation of covering-based rough sets: uncertainty characterization, similarity measure and generalized models. Inf Sci 180:3745–3763

    Article  MathSciNet  MATH  Google Scholar 

  27. Tang J, She K, Zhu W (2012) Matroidal structure of rough sets from the viewpoint of graph theory. J Appl Math. doi:10.1155/2012/973920

  28. Wang C, Chen D, Sun B, Hu Q (2012) Communication between information systems with covering based rough sets. Inf Sci 216:17–33

    Article  MathSciNet  MATH  Google Scholar 

  29. Wang J, Zhu W, Wang F, Liu G (2014) Conditions for coverings to induce matroids. Int J Mach Learn Cybernet. doi:10.1007/s13042-014-0236-2

    Google Scholar 

  30. Wang S, Zhu Q, Zhu W, Min F (2012) Matroidal structure of rough sets and its characterization to attribute reduction. Knowl Based Syst 35:155–161

    Article  MathSciNet  Google Scholar 

  31. Wang S, Zhu Q, Zhu W, Min F (2013) Quantitative analysis for covering-based rough sets through the upper approximation number. Inf Sci 220:483–491

    Article  MathSciNet  MATH  Google Scholar 

  32. Wu W, Leung Y, Mi J (2005) On characterizations of (I, T)-fuzzy rough approximation operators. Fuzzy Sets Syst 154:76–102

    Article  MathSciNet  MATH  Google Scholar 

  33. Xu W, Zhang W (2007) Measuring roughness of generalized rough sets induced by a covering. Fuzzy Sets Syst 158:2443–2455

    Article  MathSciNet  MATH  Google Scholar 

  34. Xu Z, Wang Q (2005) On the properties of covering rough sets model. J Henan Normal Univ (Nat Sci) 33:130–132

    MathSciNet  MATH  Google Scholar 

  35. Yamak S, Kazanci O, Davvaz B (2011) Soft hyperstructure. Computers Math Appl 62:797–803

    Article  MathSciNet  MATH  Google Scholar 

  36. Yang T, Li Q, Zhou B (2013) Related family: a new method for attribute reduction of covering information systems. Inf Sci 228:175–191

    Article  MathSciNet  MATH  Google Scholar 

  37. Yao H, Zhu W, Wang F (2014) Secondary basis unique augmentation matroids and union minimal matroids. Int J Mach Learn Cybernet. doi:10.1007/s13042-014-0237-1

    Google Scholar 

  38. Yao YY (1998) Relational interpretations of neighborhood operators and rough set approximation operators. Inf Sci 111:239–259

    Article  MathSciNet  MATH  Google Scholar 

  39. Yao YY, Yao B (2012) Covering based rough set approximations. Inf Sci 200:91–107

    Article  MathSciNet  MATH  Google Scholar 

  40. Yun Z, Ge X, Bai X (2011) Axiomatization and conditions for neighborhoods in a covering to form a partition. Inf Sci 181:1735–1740

    Article  MathSciNet  MATH  Google Scholar 

  41. Zakowski W (1983) Approximations in the space \((u, \pi )\). Demonstratio Math 16:761–769

    MathSciNet  MATH  Google Scholar 

  42. Zhang Y, Luo M (2013) Relationships between covering-based rough sets and relation-based rough sets. Inf Sci 225:55–71

    Article  MathSciNet  MATH  Google Scholar 

  43. Zhu P (2011) Covering rough sets based on neighborhoods: an approach without using neighborhoods. Int J Approx Reason 52:461–472

    Article  MathSciNet  MATH  Google Scholar 

  44. Zhu W (2007) Topological approaches to covering rough sets. Inf Sci 177:1499–1508

    Article  MathSciNet  MATH  Google Scholar 

  45. Zhu W (2009) Relationship between generalized rough sets based on binary relation and covering. Inf Sci 179:210–225

    Article  MathSciNet  MATH  Google Scholar 

  46. Zhu W, Wang F (2003) Reduction and axiomization of covering generalized rough sets. Inf Sci 152:217–230

    Article  MathSciNet  MATH  Google Scholar 

  47. Zhu W, Wang S (2011) Matroidal approaches to generalized rough sets based on relations. Int J Mach Learn Cybernet 2(4):273–279

    Article  Google Scholar 

Download references

Acknowledgments

This work is in part supported by the National Natural Science Foundation of China under Grant Nos. 61170128, 61379049, and 61379089, the Natural Science Foundation of Fujian Province, China under Grant No. 2012J01294, the Fujian Province Foundation of Higher Education under Grant No. JK2012028, the Key Project of Education Department of Fujian Province under Grant No. JA13192, and the Zhangzhou Municipal Natural Science Foundation under Grant No. ZZ2013J03.

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Correspondence to William Zhu.

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Yao, H., Zhu, W. Applications of repeat degree to coverings of neighborhoods. Int. J. Mach. Learn. & Cyber. 7, 931–941 (2016). https://doi.org/10.1007/s13042-014-0287-4

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