In this paper we present a novel user-centered recommendation approach for multimedia art collections. In particular, preferences (usually coded in the shape of items’ metadata), opinions (textual comments to which it is possible to associate a particular sentiment), behavior (in the majority of cases logs of past items’ observations and actions made by users in the environment), and feedbacks (usually expressed in the form of ratings) are considered and integrated together with items’ features and context information within a general and unique recommendation framework that can support an intelligent browsing of any multimedia repository. Preliminary experiments show the utility of the proposed strategy to perform different browsing tasks.
A recommender system for multimedia art collections / Amato, Flora; Moscato, Vincenzo; Picariello, Antonio; Sperlì, Giancarlo. - 76:(2017), pp. 200-209. (Intervento presentato al convegno 10th KES International Conference on Intelligent Interactive Multimedia Systems and Services, IIMSS 2017 tenutosi a 21-23 June, 2017 nel Vilamoura, Algarve; Portugal) [10.1007/978-3-319-59480-4_21].
A recommender system for multimedia art collections
Flora Amato;Vincenzo Moscato;Antonio Picariello;Giancarlo Sperlì
2017
Abstract
In this paper we present a novel user-centered recommendation approach for multimedia art collections. In particular, preferences (usually coded in the shape of items’ metadata), opinions (textual comments to which it is possible to associate a particular sentiment), behavior (in the majority of cases logs of past items’ observations and actions made by users in the environment), and feedbacks (usually expressed in the form of ratings) are considered and integrated together with items’ features and context information within a general and unique recommendation framework that can support an intelligent browsing of any multimedia repository. Preliminary experiments show the utility of the proposed strategy to perform different browsing tasks.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.