Title :
Situation and social awareness-based personalized recommendation service in pervasive computing environment
Author :
Haesung Lee ; Joonhee Kwon
Author_Institution :
Dept. of Comput. Sci., Kyonggi Univ., Suwon, South Korea
Abstract :
Recently, many mobile techniques such as sensor networks or various types of mobile devices make it possible to provide smart services at any time, and anywhere. In despite of these remarkable advances of techniques, there are few personalized mobile recommendation services which fully consider user´s current situation. Proposed recommendation algorithm efficiently defines user´s current situation with situational data captured from various smartphone sensors. Also, the algorithm uses user´s social network for efficiently filtering valuable items which are considered as authorities. To verify the usefulness of proposed technique, we implement a prototype of the personalized music recommendation service in which proposed recommendation technique is applied. Additionally, through the demonstration of implemented prototype, we investigate the effect of incorporating smartphone sensor data and social data to collaborative filtering algorithms.
Keywords :
collaborative filtering; intelligent sensors; mobile computing; music; recommender systems; smart phones; social sciences; collaborative filtering algorithms; item filtering; mobile devices; personalized music recommendation service; pervasive computing environment; sensor networks; situation awareness-based personalized mobile recommendation service; smart phone sensor data; smart services; social awareness-based personalized mobile recommendation service; user social network; Collaboration; Electrocardiography; Equations; Mathematical model; Mobile communication; Prototypes; Social network services; Pervasive computing; collaborative filteirng; personalized recommendation; situation awareness; socially awareness;
Conference_Titel :
Pervasive Computing and Communications Workshops (PERCOM Workshops), 2013 IEEE International Conference on
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4673-5075-4
Electronic_ISBN :
978-1-4673-5076-1
DOI :
10.1109/PerComW.2013.6529579