Publications:On using rule induction in multiple classifiers with a combiner aggregation strategy
From ISLAB/CAISR
| Title | On using rule induction in multiple classifiers with a combiner aggregation strategy |
|---|---|
| Author | Jerzy Stefanowski and Sławomir Nowaczyk |
| Year | 2005 |
| PublicationType | Conference Paper |
| Journal | |
| HostPublication | Proceedings - 5th International Conference on Intelligent Systems Design and Applications 2005, ISDA '05 |
| 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 url | http://hh.diva-portal.org/smash/record.jsf?searchId=1&pid=diva2:588349 |
| Abstract | 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 2 classifiers. © 2005 IEEE. |
