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Databases Reduction Simultaneously by Ordered Projection

  • Isabel Nepomuceno
  • Juan A. Nepomuceno
  • Roberto Ruiz
  • Jesús S. Aguilar–Ruiz
Conference paper
Part of the Lecture Notes in Computer Science book series (LNCS, volume 4265)

Abstract

In this paper, a new algorithm Database Reduction Simultaneously by Ordered Projections (RESOP) is introduced. This algorithm reduces databases in two directions: editing examples and feature selection simultaneously. Ordered projections techniques have been used to design RESOP taking advantage of symmetrical ideas for two different task. Experimental results have been made with UCI Repository databases and the performance for the latter application of classification techniques has been satisfactory.

Keywords

Feature Selection Label Change Representative Pattern Data Mining Process Machine Learning Database 
These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.

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References

  1. 1.
    Riquelme, J.C., Aguilar-Ruiz, J.S., Toro, M.: Finding representative patterns with ordered projections. Pattern Recognition 36, 1009–1018 (2003)CrossRefGoogle Scholar
  2. 2.
    Ruiz, R., Riquelme, J.C., Aguilar-Ruiz, J.S.: NLC: A Measure Based on Projections. In: Mařík, V., Štěpánková, O., Retschitzegger, W. (eds.) DEXA 2003. LNCS, vol. 2736, pp. 907–916. Springer, Heidelberg (2003)CrossRefGoogle Scholar
  3. 3.
    Aguilar-Ruiz, J.S., Nepomuceno, J.A., Díaz-Díaz, N., Nepomuceno-Chamorro, I.A.: A Measure for Data Set Editing by Ordered Projections. IEA/AIE, pp. 1339–1348 (2006)Google Scholar
  4. 4.
    Blake, C., Merz, E.K.: UCI repository of machine learning databases (1998)Google Scholar

Copyright information

© Springer-Verlag Berlin Heidelberg 2006

Authors and Affiliations

  • Isabel Nepomuceno
    • 1
  • Juan A. Nepomuceno
    • 1
  • Roberto Ruiz
    • 1
  • Jesús S. Aguilar–Ruiz
    • 2
  1. 1.Department of Computer ScienceUniversity of SevillaSevillaSpain
  2. 2.Area of Computer ScienceUniversity Pablo de OlavideSevillaSpain

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