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Beschreibung
Generalization ability of a classi¿er is an important issue for any classification task. Two prominent problems affecting the generalization ability are over-¿tting and class-imbalance. This book presents a new evolutionary system, i.e., EDARIC, for rule induction and classi¿cation. The evolutionary approach used in our new system is based on a destructive method that starts with large-sized rules and gradually decreases the sizes as evolution progresses. The experimental results show that our proposed evolutionary system obtains better generalization performance compared to the existing algorithms.
Details
| Verlag | LAP LAMBERT Academic Publishing |
| Ersterscheinung | 02. Juni 2017 |
| Maße | 22 cm x 15 cm x 0.7 cm |
| Gewicht | 167 Gramm |
| Format | Softcover |
| ISBN-13 | 9783659596568 |
| Seiten | 100 |