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Rule generalization by condition combination

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Research and Development in Knowledge Discovery and Data Mining (PAKDD 1998)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 1394))

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Abstract

This paper introduces an approach of condition combination to generate rules in a decision table. First we describe the concepts of negative condition and condition combination upon which our work is based, then their important properties for designing our algorithms. The algorithms are analyzed to show their time complexity and concern with attribute ordering.

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References

  • Pawlak, Z. 1982. Rough Sets, Information and Computer Science, 11(5),341–356

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  • Ziarko, W. and Shan, N. 1995. Knowledge discovery as a search for classification, Workshop on Rough Sets and Database Mining, 23rd Annual Computer Science, CSC'95

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  • Cercone, N., Hamilton, H. J., Hu, X. and Shan, N. 1997. Data mining using attribute-oriented generalization and information reduction, in Rough sets and data mining: analysis for imprecise data, T.Y.Lin and N.Cercone eds., Kluwer Academic Publishers.

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© 1998 Springer-Verlag Berlin Heidelberg

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Xue, H., Cai, Q. (1998). Rule generalization by condition combination. In: Wu, X., Kotagiri, R., Korb, K.B. (eds) Research and Development in Knowledge Discovery and Data Mining. PAKDD 1998. Lecture Notes in Computer Science, vol 1394. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-64383-4_51

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  • DOI: https://doi.org/10.1007/3-540-64383-4_51

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  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-64383-8

  • Online ISBN: 978-3-540-69768-8

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