VorAIS: A Multi-Objective Voronoi Diagram-based Artificial Immune System
Résumé
This paper introduces the Voronoi diagram-based Artificial Immune System (VorAIS). VorAIS models the self/non-self using a Voronoi diagram that determines which areas of the problem domain correspond to self or to non-self. The diagram is evolved using a multi-objective bio-inspired approach in order to conjointly optimize various classification metrics (accuracy, recall and specificity). VorAIS is experimentally validated, first on standard classification problems , then on the well-known NSL-KDD dataset for anomaly detection where it favorably compares with other AIS approaches .
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| Origine | Fichiers produits par l'(les) auteur(s) |
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