Back to Search Start Over

An Agent-Based Architecture for Personalized Recommendations

Authors :
Amel Ben Othmane
Serena Villata
Andrea G. B. Tettamanzi
Michel Buffa
Nhan Le Thanh
Web-Instrumented Man-Machine Interactions, Communities and Semantics (WIMMICS)
Inria Sophia Antipolis - Méditerranée (CRISAM)
Institut National de Recherche en Informatique et en Automatique (Inria)-Institut National de Recherche en Informatique et en Automatique (Inria)-Scalable and Pervasive softwARe and Knowledge Systems (Laboratoire I3S - SPARKS)
Laboratoire d'Informatique, Signaux, et Systèmes de Sophia Antipolis (I3S)
Université Nice Sophia Antipolis (... - 2019) (UNS)
COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-Centre National de la Recherche Scientifique (CNRS)-Université Côte d'Azur (UCA)-Université Nice Sophia Antipolis (... - 2019) (UNS)
COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-Centre National de la Recherche Scientifique (CNRS)-Université Côte d'Azur (UCA)-Laboratoire d'Informatique, Signaux, et Systèmes de Sophia Antipolis (I3S)
COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-Centre National de la Recherche Scientifique (CNRS)-Université Côte d'Azur (UCA)
H. Jaap van den Herik
Joaquim Filipe
Université Nice Sophia Antipolis (1965 - 2019) (UNS)
COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-Centre National de la Recherche Scientifique (CNRS)-Université Côte d'Azur (UCA)-Université Nice Sophia Antipolis (1965 - 2019) (UNS)
Source :
Lecture Notes in Computer Science ISBN: 9783319533537, ICAART (Revised Selected Papers), Agents and Artificial Intelligence. ICAART 2016, H. Jaap van den Herik; Joaquim Filipe. Agents and Artificial Intelligence. ICAART 2016, 10162, Springer, pp.96-113, 2017, Lecture Notes in Computer Science, ⟨10.1007/978-3-319-53354-4_6⟩
Publication Year :
2017
Publisher :
Springer International Publishing, 2017.

Abstract

International audience; This paper proposes a design framework for a personalized multi-agent recommender system. More precisely, the proposed framework is a multi-context based recommender system that takes into account user preferences to generate a plan satisfying those preferences. Agents in this framework have a Belief-Desire-Intention (BDI) component based on the well-known BDI architecture. These BDI agents are empowered with cognitive capabilities in order to interact with others agents. They are also able to adapt to the environment changes and to the information coming from other agents. The architecture includes also a planning module based on ontologies in order to represent and reason about plans and intentions. The applicability of the proposed model is shown through a simulation in the NetLogo environment.

Details

ISBN :
978-3-319-53353-7
ISBNs :
9783319533537
Database :
OpenAIRE
Journal :
Lecture Notes in Computer Science ISBN: 9783319533537, ICAART (Revised Selected Papers), Agents and Artificial Intelligence. ICAART 2016, H. Jaap van den Herik; Joaquim Filipe. Agents and Artificial Intelligence. ICAART 2016, 10162, Springer, pp.96-113, 2017, Lecture Notes in Computer Science, ⟨10.1007/978-3-319-53354-4_6⟩
Accession number :
edsair.doi.dedup.....dad384ee2bc81a7d7a6a659b1bf91c98
Full Text :
https://doi.org/10.1007/978-3-319-53354-4_6