Skip to main content
Log in

Centroid sets with largest weight in Munn semirings for data mining applications

  • RESEARCH ARTICLE
  • Published:
Semigroup Forum Aims and scope Submit manuscript

Abstract

This article introduces Munn semirings, which generalize the well known concept of the Munn rings. Our main theorem strengthens previous results by describing all centroid sets for classification and clustering systems that can be generated as ideals with the largest weight in Munn semirings over idempotent semifields. A description of centroid sets that can be generated as one-sided ideals with the largest weight among all one-sided ideals in Munn semirings over idempotent semifields is obtained too.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Abawajy, J., Kelarev, A.V.: Classification systems based on combinatorial semigroups. Semigroup Forum (2012). doi:10.1007/s00233-012-9454-7

    MATH  Google Scholar 

  2. Gao, D.Y., Kelarev, A.V., Yearwood, J.L.: Optimization of matrix semirings for classification systems. Bull. Aust. Math. Soc. 84, 492–503 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  3. Golan, J.S.: Semirings and Their Applications. Kluwer Academic, Dordrecht (1999)

    Book  MATH  Google Scholar 

  4. Howie, J.M.: Fundamentals of Semigroup Theory. Clarendon Press, Oxford (1995)

    MATH  Google Scholar 

  5. Kelarev, A.V.: Ring Constructions and Applications. World Scientific, River Edge (2002)

    MATH  Google Scholar 

  6. Kelarev, A.V.: Graph Algebras and Automata. Dekker, New York (2003)

    MATH  Google Scholar 

  7. Kelarev, A., Ryan, J., Yearwood, J.: Cayley graphs as classifiers for data mining: the influence of asymmetries. Discrete Math. 309(17), 5360–5369 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  8. Kelarev, A.V., Watters, P.A., Yearwood, J.L.: Rees matrix construction for clustering of data. J. Aust. Math. Soc. 87, 377–393 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  9. Kelarev, A.V., Yearwood, J.L., Mammadov, M.A.: A formula for multiple classifiers in data mining based on Brandt semigroups. Semigroup Forum 78, 293–309 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  10. Kelarev, A.V., Yearwood, J.L., Vamplew, P.W.: A polynomial ring construction for classification of data. Bull. Aust. Math. Soc. 79, 213–225 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  11. Kelarev, A.V., Yearwood, J.L., Watters, P.A.: Optimization of classifiers for data mining based on combinatorial semigroups. Semigroup Forum 82, 242–251 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  12. Kelarev, A.V., Yearwood, J.L., Watters, P.A., Wu, X.W., Abawajy, J., Pan, L.: Internet security applications of the Munn rings. Semigroup Forum 81, 162–171 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  13. Kelarev, A.V., Yearwood, J.L., Zi, L.: Optimal Rees matrix constructions for analysis of data. J. Aust. Math. Soc. 92, 357–366 (2012)

    Article  MathSciNet  MATH  Google Scholar 

  14. Pastijn, F.: Weak commutativity in idempotent semirings. Semigroup Forum 72, 283–311 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  15. Witten, I.H., Frank, E.: Data Mining: Practical Machine Learning Tools and Techniques. Elsevier/Morgan Kaufmann, Amsterdam/San Mateo (2005)

    Google Scholar 

  16. Zeleznikow, J.: Orthodox semirings and rings. J. Aust. Math. Soc. A 30, 50–54 (1980/1981)

    Article  MathSciNet  Google Scholar 

  17. Zeleznikow, J.: Regular semirings. Semigroup Forum 23, 119–136 (1981)

    Article  MathSciNet  MATH  Google Scholar 

Download references

Acknowledgements

The first author was supported by Discovery grant DP0880501 from Australian Research Council. The second author was supported by ARC Discovery grant DP0449469.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to A. V. Kelarev.

Additional information

Communicated by Mikhail Volkov.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Abawajy, J., Kelarev, A.V. & Zeleznikow, J. Centroid sets with largest weight in Munn semirings for data mining applications. Semigroup Forum 87, 617–626 (2013). https://doi.org/10.1007/s00233-013-9488-5

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00233-013-9488-5

Keywords

Navigation