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x#9}Z6|Gj!_{e1)Ec7wsRisSfykJ{VE(#yx+%hnE=^B=tNav{^v$*RjC{})6D?|T3M diff --git a/semaine03.md b/semaine03.md index 17a29d5..93be712 100644 --- a/semaine03.md +++ b/semaine03.md @@ -35,6 +35,7 @@ Source: [Young - Production Systems in Cognitive Psychology](http://www0.cs.ucl. ## Définition - Les systèmes experts représentent les connaîssances servant à résoudre les problèmes sous la forme de règles `si ... alors ...`. +- Plus ancienne forme de représentation des connaîssances - Un système expert à base de règles est construit à partir d'un **système de production** tel que défini par Newell and Simon: - Modéliser la performance humaine dans la résolution de problèmes - Base de connaîssances spécifique au domaine: ensemble de règles de production @@ -74,6 +75,45 @@ Ce mode de raisonnement est une recherche avec parcours en largeur: les conditio - L'atteinte d'un objectif n'existe pas vraiment. - Les explications disponibles pour l'utilisateur sont plutôt limitées. On peut seulement partager la liste des règles qui ont été déclenchées jusqu'à maintenant. +## Heuristiques et contrôle + +### Système avec objectif +- Il est possible de contrôler la recherche par la structuration et l'ordonnancement des règles. + +Tri des règles: +- Interprétation des règles de façon procédurale. Doit suivre un plan comme le ferait un expert humain. + +Ordonner les prémisses dans une règle: +- Ce qui a le plus de chances d'échouer est le plus facile à tester en premier. +- Tenir compte du coût de calcul de chacun des tests. + +### Système à base de données + +Trois heuristiques à haut niveau pour la résolution de conflits (Luger, section 6.2.3.): +- Réfraction + - Si une règle a été déclenchée, elle ne peut être déclenchée à nouveau tant que les éléments qui correspondent à ses conditions n'ont pas été modifiées. Ceci prévient les boucles. +- Récence: + - Préférer les règles dont les conditions correspondent à des éléments récemment ajoutés en mémoire. Donne une seule ligne de raisonnement. +- Spécificité + - Il est approprié d'utiliser une règle plus spécifique qu'une règle plus générale. On définit la spécificité par le nombre de conditions. + +Algorithme RETE: +- Structure en réseau. +- Graphes acycliques directionnels qui représentent des ensembles de règles à plus haut niveau. +- Plus efficient que l'approche naïve qui revient à tester les règles une par une en boucle. +- Utilisé par FICO Advisor + +## Langages et outils utilisés + +- Prolog, Scheme, Java +- Langage de systèmes de production OPS5 + - [Page Wikipédia](https://en.wikipedia.org/wiki/OPS5) +- CLIPS: C Language Integrated Production System (1985) + - [Site officiel](http://clipsrules.sourceforge.net/) +- Système Soar (John Laird, 1983), toujours très utilisé aujourd'hui + - [Site web officiel](https://soar.eecs.umich.edu/) +- Paquetage Rulu pour Python + - [Rulu Documentation](http://rulu.readthedocs.io/en/latest/)