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Titlebook: Advances in Intelligent Data Analysis; 4th International Co Frank Hoffmann,David J. Hand,Gabriela Guimaraes Conference proceedings 2001 Spr

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Frank Hoffmann,David J. Hand,Gabriela GuimaraesIncludes supplementary material:
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Advances in Intelligent Data Analysis978-3-540-44816-7Series ISSN 0302-9743 Series E-ISSN 1611-3349
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0302-9743 Overview: Includes supplementary material: 978-3-540-42581-6978-3-540-44816-7Series ISSN 0302-9743 Series E-ISSN 1611-3349
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https://doi.org/10.1007/978-3-642-40549-5of 95% of the discovered rules in some of our experiments. In this paper we introduce a different framework, based on Shortliffe and Buchanan’s certainty factors and the new concept of .. The new framework has several good properties, and our experiments have shown that it can avoid the discovery of misleading rules.
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https://doi.org/10.1007/978-3-642-40549-5the previously used rule evaluation. We apply the J-measure to rules with a modified semantics in order to better cope with different lengths of the temporal patterns. We also consider the problem of specializing temporal rules by additional attributes of the state intervals.
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https://doi.org/10.1007/978-3-030-89428-3gainst to its components, and two simplified versions, and M5 using 16 benchmark datasets. The experimental evaluation shows that our algorithm has clear advantages with respect to the generalization ability when compared against its components and competes well against the state-of-art in regression trees.
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