Preferencje help
Widoczny [Schowaj] Abstrakt
Liczba wyników
2014 | 2 | 439--446
Tytuł artykułu

Optimisation using Natural Language Processing: Personalized Tour Recommendation for Museums

Warianty tytułu
Języki publikacji
This paper proposes a new method to provide personalized tour recommendation for museum visits. It combines an optimization of preference criteria of visitors with an automatic extraction of artwork importance from museum information based on Natural Language Processing using textual energy. This project includes researchers from computer and social sciences. Some results are obtained with numerical experiments. They show that our model clearly improves the satisfaction of the visitor who follows the proposed tour. This work foreshadows some interesting outcomes and applications about on-demand personalized visit of museums in a very near future.(original abstract)
Opis fizyczny
  • Université d'Avignon et des Pays de Vaucluse, France
  • Université d'Avignon et des Pays de Vaucluse, France
  • Université d'Avignon et des Pays de Vaucluse, France
  • Université d'Avignon et des Pays de Vaucluse, France
  • Université d'Avignon et des Pays de Vaucluse, France
  • Université d'Avignon et des Pays de Vaucluse, France
  • Université d'Avignon et des Pays de Vaucluse, France
  • Universidade Federal do Ceará, Brazil
  • Università degli Studi di Torino, Italy
  • Berre D. L., Marquis P., and Roussel S., "Planning personalised museum visits," in ICAPS, D. Borrajo, S. Kambhampati, A. Oddi, and S. Fratini, Eds. AAAI, 2013.
  • Fernández S., SanJuan E., and Torres-Moreno J. M., "Textual Energy of Associative Memories: performants applications of ENERTEX algorithm in text summarization and topic segmentation," in LNAI 4287, MICAI'07, Mexico, 2007, pp. 861-871.
  • Hertz J., Krogh A., and Palmer G., Introduction to the theorie of Neural Computation. Redwood City, CA: Addison Wesley, 1991.
  • Hopfield J., "Neural networks and physical systems with emergent collective computational abilities," Proceedings of the National Academy of Sciences of the USA, vol. 9, pp. 2554-2558, 1982.
  • Luhn H., "The Automatic Creation of Literature Abstracts," IBM Journal of Research and Development, vol. 2, no. 2, pp. 159-165, 1958.
  • Lykourentzou I., Claude X., Naudet Y., Tobias E., Antoniou A., Lepouras G., and Vassilakis C., "Improving museum visitors' quality of experience through intelligent recommendations: A visiting stylebased approach," in Intelligent Environments (Workshops), ser. Ambient Intelligence and Smart Environments, J. A. Botía and D. Charitos, Eds., vol. 17. IOS Press, 2013, pp. 507-518.
  • Ma S., Statistical Mechanics. Philadelphia, CA: World Scientific, 1985.
  • Manning C. D. and Schütze H., Foundations of Statistical Natural Language Processing. Cambridge, Massachusetts: The MIT Press, 1999. [Online]. Available:
  • Molina A., Torres-Moreno J. -M., SanJuan E., Sierra G., and Rojas-Mora J., "Analysis and Transformation of Textual Energy Distribution," in (MICAI), 2013 12th Mexican International Conference on Artificial Intelligence. IEEE, 2013, p. 203-208.
  • Porter M., "An algorithm for suffix stripping," Program, vol. 14, no. 3, pp. 130-137, July 1980.
  • Sakai T. and Spärck-Jones K., "Generic summaries for indexing in Information Retrieval," in ACM Special Interest Group on Information Retrieval (SIGIR'01): 24th International Conference on Research and Development in Information Retrieval. New Orleans, LA, USA: ACM, 2001, pp. 190-198.
  • Salton G. and McGill M., Introduction to modern information retrieval. Computer Science Series McGraw Hill Publishing Company, 1983.
  • Torres-Moreno J. -M., Résumé automatique de documents : une approche statistique. Hermes-Lavoisier (Paris), 2011.
  • Yu V. F., Lin S. -W., and Chou S. -Y., "The museum visitor routing problem," Applied Mathematics and Computation, vol. 216, no. 3, pp. 719-729, 2010.
Typ dokumentu
Identyfikator YADDA

Zgłoszenie zostało wysłane

Zgłoszenie zostało wysłane

Musisz być zalogowany aby pisać komentarze.
JavaScript jest wyłączony w Twojej przeglądarce internetowej. Włącz go, a następnie odśwież stronę, aby móc w pełni z niej korzystać.