Solving Package Recommendation Problems with Item Relations and Variable Size

In this article, we explore an approach to solve the problem of recommending a package of items (each of them with a score and a cost ) to a user. In our approach, we consider two types of relations between items: dependency and incompatibility; and we also consider that the size of the package is...

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Autores principales: Villavicencio, Christian, Schiaffino, Silvia, Díaz Pace, J. Andrés
Formato: Objeto de conferencia
Lenguaje:Inglés
Publicado: 2015
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Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/52090
http://44jaiio.sadio.org.ar/sites/default/files/asai88-95.pdf
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Sumario:In this article, we explore an approach to solve the problem of recommending a package of items (each of them with a score and a cost ) to a user. In our approach, we consider two types of relations between items: dependency and incompatibility; and we also consider that the size of the package is not fixed but cost-driven. To this end, adaptations of existing package recommendation algorithms are proposed. We have evaluated the proposed approach in a specific domain and obtained promising results.