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Methods for rule conflict resolution
KTH, Superseded Departments, Computer and Systems Sciences, DSV.
2004 (English)In: MACHINE LEARNING: ECML 2004, PROCEEDINGS / [ed] Boulicaut, JF; Esposito, F; Giannoti, F; Pedreschi, D, BERLIN: SPRINGER , 2004, Vol. 3201, 262-273 p.Conference paper, Published paper (Refereed)
Abstract [en]

When using unordered rule sets, conflicts can arise between the rules, i.e., two or more rules cover the same example but predict different classes. This paper gives a survey of methods used to solve this type of conflict and introduces a novel method called Recursive Induction. In total nine methods for resolving rule conflicts are scrutinised. The methods are explained in detail, compared and evaluated empirically on an number of domains. The results show that Recursive Induction outperforms all previously used methods.

Place, publisher, year, edition, pages
BERLIN: SPRINGER , 2004. Vol. 3201, 262-273 p.
Series
LECTURE NOTES IN COMPUTER SCIENCE Volume: 3201, ISSN 0302-9743 ; 3201
National Category
Computer Science
Identifiers
URN: urn:nbn:se:kth:diva-43966ISI: 000223999500026Scopus ID: 2-s2.0-22944481860ISBN: 3-540-23105-6 (print)OAI: oai:DiVA.org:kth-43966DiVA: diva2:450930
Conference
15th European Conference on Machine Learning/8th European Conference on Principles and Practice of Knowledge Discovery in Databases. Pisa, ITALY. SEP 20-24, 2004
Note
QC 20111024Available from: 2011-10-24 Created: 2011-10-19 Last updated: 2011-11-01Bibliographically approved

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  • apa
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