Articles producció científicaEnginyeria Informàtica i Matemàtiques

Multi Objective Genetic Algorithm for Optimal Route Selection from a Set of Recommended Touristic Activities

  • Datos identificativos

    Identificador:  imarina:9385667
    Autores:  Orama, Jonathan Ayebakuro; Moreno, Antonio; Borras, Joan
    Resumen:
    It is a known fact that the order in which touristic activities are experienced plays a role in how enjoyable they are. This is the reason why tourists prefer to book carefully prepared day tours on arrival to a new destination, as they allow them to see the essence of the destination while traversing scenic routes. Tours are great, but they are expensive, do not allow room for personal exploration, and are built as a one-size-fits-all which does not consider the individual preferences of the tourist. In contrast, it is possible to make an optimal selection and ordering of touristic activities from a larger set of possibilities that match a tourist's personal preferences, balancing important aspects like diversity, spatial proximity, or degree of interest on popular places. We propose a multi-objective genetic algorithm that uses a weighted averaging operator to balance four diverse objective functions crafted to maintain diversity, proximity, interest on popularity, and cultural preference. The system has been evaluated against four baseline algorithms and found to perform significantly better for the specified purpose.
  • Otros:

    Enlace a la fuente original: https://ebooks.iospress.nl/doi/10.3233/FAIA220307
    Referencia de l'ítem segons les normes APA: Orama, Jonathan Ayebakuro; Moreno, Antonio; Borras, Joan (2022). Multi Objective Genetic Algorithm for Optimal Route Selection from a Set of Recommended Touristic Activities. Amsterdam: IOS Press
    Referencia al articulo segun fuente origial: Frontiers In Artificial Intelligence And Applications. 356 9-12
    DOI del artículo: 10.3233/faia220307
    Año de publicación de la revista: 2022
    Entidad: Universitat Rovira i Virgili
    Versión del articulo depositado: info:eu-repo/semantics/publishedVersion
    Fecha de alta del registro: 2025-01-28
    Autor/es de la URV: Borràs Nogués, Joan / Moreno Ribas, Antonio / Orama, Ayebakuro Jonathan
    Departamento: Enginyeria Informàtica i Matemàtiques
    URL Documento de licencia: https://repositori.urv.cat/ca/proteccio-de-dades/
    Tipo de publicación: Proceedings Paper
    Autor según el artículo: Orama, Jonathan Ayebakuro; Moreno, Antonio; Borras, Joan
    Acceso a la licencia de uso: https://creativecommons.org/licenses/by/3.0/es/
    Áreas temáticas: Medicina ii, Interdisciplinar, Información y documentación, General o multidisciplinar, Engenharias iv, Engenharias iii, Comunicació i informació, Ciências agrárias i, Artificial intelligence
    Direcció de correo del autor: ayebakurojonathan.orama@estudiants.urv.cat, antonio.moreno@urv.cat
  • Palabras clave:

    Weighted average objective balancing
    Weighted average objective balancin
    Travel route optimization
    Multi-objective genetic algorithm
    Artificial Intelligence
    Medicina ii
    Interdisciplinar
    Información y documentación
    General o multidisciplinar
    Engenharias iv
    Engenharias iii
    Comunicació i informació
    Ciências agrárias i
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