Social knowledge-based recommender system. Application to the movies domain

Authors:
Walter Carrer-Neto;María Luisa Hernández-Alcaraz;Rafael Valencia-García;Francisco García-Sánchez
Affiliations:
Departamento de Informática y Sistemas, Universidad de Murcia, 30100 Murcia, Spain;Departamento de Informática y Sistemas, Universidad de Murcia, 30100 Murcia, Spain;Departamento de Informática y Sistemas, Universidad de Murcia, 30100 Murcia, Spain;Departamento de Informática y Sistemas, Universidad de Murcia, 30100 Murcia, Spain
Venue:
Expert Systems with Applications: An International Journal
Year:
2012

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Abstract

With the advent of the Social Web and the growing popularity of Web 2.0 applications, recommender systems are gaining momentum. The recommendations generated by these systems aim to provide end users with suggestions about information items, social elements, products or services that are likely to be of their interest. The traditional syntactic-based recommender systems suffer from a number of shortcomings that hamper their effectiveness. As semantic technologies mature, they provide a consistent and reliable basis for dealing with data at the knowledge level. Adding semantically empowered techniques to recommender systems can significantly improve the overall quality of recommendations. In this work, a hybrid recommender system based on knowledge and social networks is presented. Its evaluation in the cinematographic domain yields very promising results compared to state-of-the-art solutions.