Greedy Algorithms withWeights for Construction of Partial Association Rules

  • Authors:
  • Mikhail Ju. Moshkov;Marcin Piliszczu;Beata Zielosko

  • Affiliations:
  • (Correspd.) Division of Mathematical and Computer Sciences and Engineering, King Abdullah University of Science and Technology, P.O. Box 55455, Jeddah 21534, Saudi Arabia. mikhail.moshkov@kaust.ed ...;ING Bank Śląski S.A. 34, Sokolska St., Katowice 40-086, Poland. marcin.piliszczuk@ingbank.pl;Institute of Computer Science, University of Silesia 39, Bȩdzińska St., Sosnowiec 41-200, Poland. beata.zielosko@us.edu.pl

  • Venue:
  • Fundamenta Informaticae
  • Year:
  • 2009

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Abstract

This paper is devoted to the study of approximate algorithms for minimization of the total weight of attributes occurring in partial association rules. We consider mainly greedy algorithms with weights for construction of rules. The paper contains bounds on precision of these algorithms and bounds on the minimal weight of partial association rules based on an information obtained during the greedy algorithm run.