ORG - Oblique Rules Generator

  • Marcin Michalak
  • Marek Sikora
  • Patryk Ziarnik
Conference paper

DOI: 10.1007/978-3-642-29350-4_18

Part of the Lecture Notes in Computer Science book series (LNCS, volume 7268)
Cite this paper as:
Michalak M., Sikora M., Ziarnik P. (2012) ORG - Oblique Rules Generator. In: Rutkowski L., Korytkowski M., Scherer R., Tadeusiewicz R., Zadeh L.A., Zurada J.M. (eds) Artificial Intelligence and Soft Computing. ICAISC 2012. Lecture Notes in Computer Science, vol 7268. Springer, Berlin, Heidelberg

Abstract

In this paper the new approach to generating oblique decision rules is presented. On the basis of limitations for every oblique decision rules parameters the grid of parameters values is created and then for every node of this grid the oblique condition is generated and its quality is calculated. The best oblique conditions build the oblique decision rule. Conditions are added as long as there are non-covered objects and the limitation of the length of the rule is not exceeded. All rules are generated with the idea of sequential covering.

Keywords

machine learning decision rules oblique decision rules rules induction 

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Copyright information

© Springer-Verlag Berlin Heidelberg 2012

Authors and Affiliations

  • Marcin Michalak
    • 1
  • Marek Sikora
    • 1
    • 2
  • Patryk Ziarnik
    • 1
  1. 1.Silesian University of TechnologyGliwicePoland
  2. 2.Institute of Innovative Technologies EMAGKatowicePoland

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