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Publications:On using rule induction in multiple classifiers with a combiner aggregation strategy
Abstract <p>The paper is an experimental stud<p>The paper is an experimental study of using the rough sets based rule induction algorithm MODLEM in the framework of multiple classifiers. Particular attention is paid to using a meta-classifier called combiner, which learns how to aggregate answers of component classifiers. The experimental results confirm that the range of classification improvement for the combiner depends on the independence of errors made by the component classifiers. Moreover, we summarize the experience with using MODLEM in other multiple classifiers, namely the bagging and n <sup>2</sup> classifiers. © 2005 IEEE.</p>up> classifiers. © 2005 IEEE.</p>
Author Jerzy Stefanowski + , Sławomir Nowaczyk +
Conference 5th International Conference on Intelligent Systems Design and Applications 2005, ISDA '05, 8-10 September 2005, Wroclaw, Poland
DOI http://dx.doi.org/10.1109/ISDA.2005.74  +
Diva http://hh.diva-portal.org/smash/record.jsf?searchId=1&pid=diva2:588349
EndPage 437  +
HostPublication Proceedings - 5th International Conference on Intelligent Systems Design and Applications 2005, ISDA '05  +
PublicationType Conference Paper  +
Publisher IEEE Computer Society  +
StartPage 432  +
Title On using rule induction in multiple classifiers with a combiner aggregation strategy  +
Year 2005  +
Has queryThis property is a special property in this wiki. Publications:On using rule induction in multiple classifiers with a combiner aggregation strategy + , Publications:On using rule induction in multiple classifiers with a combiner aggregation strategy + , Publications:On using rule induction in multiple classifiers with a combiner aggregation strategy + , Publications:On using rule induction in multiple classifiers with a combiner aggregation strategy + , Publications:On using rule induction in multiple classifiers with a combiner aggregation strategy + , Publications:On using rule induction in multiple classifiers with a combiner aggregation strategy + , Publications:On using rule induction in multiple classifiers with a combiner aggregation strategy + , Publications:On using rule induction in multiple classifiers with a combiner aggregation strategy + , Publications:On using rule induction in multiple classifiers with a combiner aggregation strategy + , Publications:On using rule induction in multiple classifiers with a combiner aggregation strategy +
Categories Publication  +
Modification dateThis property is a special property in this wiki. 30 September 2016 20:39:03  +
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