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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Luengo, J. Fernandez, A. Herrera, F. Garcia, S. |
| Copyright Year | 2009 |
| Abstract | In this work we analyse the behaviour of the C4.5 classification method with respect to a bunch of imbalanced data-sets. We consider the use of two metrics of data complexity known as “maximum Fishers discriminant ratio” and “nonlinearity of 1NN classifier”, to analyse the effect of preprocessing (oversampling in this case) in order to deal with the imbalance problem. In order to do that, we analyse C4.5 over a wide range of imbalanced data-sets built from real data, and try to extract behaviour patterns from the results. We obtain rules that describe both good or bad behaviours of C4.5 in the case of using the original data-sets (absence of preprocessing) and when applying preprocessing. These rules allow us to determine the effect of the use of preprocessing and to predict the response of C4.5 to preprocessing from the data-set’s complexity metrics prior to its application, and then establish when the preprocessing would be useful to. |
| Starting Page | 523 |
| Ending Page | 528 |
| File Size | 541197 |
| Page Count | 6 |
| File Format | |
| ISBN | 9781424447350 |
| DOI | 10.1109/ISDA.2009.233 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2009-11-30 |
| Publisher Place | Italy |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Data complexity Density measurement C4.5 Topology Oversampling Data mining Application software Imbalanced Data-sets Computer science Geometry Classification Decision trees Intelligent systems Pattern analysis Classification tree analysis |
| Content Type | Text |
| Resource Type | Article |
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