title: A Novel Framework for Medical Web Information Foraging Using Hybrid ACO and Tabu Search.
abstract: We present in this paper a novel approach based on multi-agent technology for Web information foraging. We proposed for this purpose an architecture in which we distinguish two important phases. The first one is a learning process for localizing the most relevant pages that might interest the user. This is performed on a fixed instance of the Web. The second takes into account the openness and dynamicity of the Web. It consists on an incremental learning starting from the result of the first phase and reshaping the outcomes taking into account the changes that undergoes the Web. The system was implemented using a colony of artificial ants hybridized with tabu search in order to achieve more effectiveness and efficiency. To validate our proposal, experiments were conducted on MedlinePlus, a real website dedicated for research in the domain of Health in contrast to other previous works where experiments were performed on web logs datasets. The main results are promising either for those related to strong Web regularities and for the response time, which is very short and hence complies the real time constraint.
authors.affiliation: USTHB-LRIA, BP 32 El Alia Bab Ezzouar, Algiers, Algeria. ydrias@usthb.dz.
authors.forename: Yassine
authors.initials: Y
authors.lastname: Drias
authors.affiliation: USTHB-LRIA, BP 32 El Alia Bab Ezzouar, Algiers, Algeria. skechid@usthb.dz.
authors.forename: Samir
authors.initials: S
authors.lastname: Kechid
authors.affiliation: Universita degli Studi di Milano Bicocca, Viale Sarca 336, 20126, Milano, Italy. pasi@disco.unimib.it.
authors.forename: Gabriella
authors.initials: G
authors.lastname: Pasi
mesh_terms: D000465:Algorithms; D001185:Artificial Intelligence; D057225:Data Mining / Q000379:methods*; D006801:Humans; D020407:Internet
keywords: Ant colony optimization (ACO); Information foraging; Medical data management; MedlinePlus; Multi-agent systems; Page ranking; Swarm intelligence; Tabu search; Web intelligence