Case Base Maintenance Approach.

Mohamed-Karim Haouchine (1) , Brigitte Chebel-Morello (1) , Noureddine Zerhouni (1)

1 LAB - Laboratoire d'automatique de Besançon

Case base Maintenance is an active Case Based Reasoning research area. The main stream focuses on the method for reducing the size of the case-base while maintaining case-base competence. This paper gives an overview of these works, and proposes a case deletion strategy based on competence criteria using a novel approach. The proposed method, even if inspired from existing literature, combines an algorithm with a Competence Metric (CM). A series of tests are conducted using two standards data-sets as well as a locally constructed one, on which, three Case Base Maintenance approaches were tested. This experimental study shows how this technique compares favourably to more traditional strategies across two standard data-sets.

Mots clés: Knowledge-based systems; case-based reasoning; case-base maintenance; competence; case deletion strategies.; case deletion strategies

Domaines: Automatique / Robotique

Mohamed-Karim Haouchine, Brigitte Chebel-Morello, Noureddine Zerhouni. Case Base Maintenance Approach.. International Conference on Industrial Engineering and Systems Management, IESM'2007., Jun 2007, Beijing, China. sur CD ROM - 10 p. ⟨hal-00163461⟩