Title :
A recommender system for telecom users: Experimental evaluation of recommendation algorithms
Author :
Falcarin, Paolo ; Vetrò, Antonio ; Yu, Jian ; Islam, Shareeful
Author_Institution :
ACE Sch., Univ. of East London, London, UK
Abstract :
The increasing flourish of available services in telecom domain offers more choices to the end user. On the other hand, such wide offer cannot be completely evaluated by the user, and some services may pass unobserved even if useful. To face this issue, the usage of recommendation systems in telecom domain is growing, to directly notify the user about the presence of services which may meet user interests. Recommendation can be seen as an advanced form of personalization, because user preferences are used to predict the interests of users for a new service. In this paper we propose a recommender system for users of telecom services, based on different collaborative filtering algorithms applied to a complex data-set of telecom users. Experiments on the recommendation performance and accuracy are conducted to test the different effects of different algorithms on a data set coming from the telecom domain.
Keywords :
collaborative filtering; recommender systems; telecommunication computing; telecommunication services; collaborative filtering algorithm; personalization; recommendation algorithm; recommendation system; recommender system; telecom domain; telecom service; telecom users; user interest prediction; user preference; Algorithm design and analysis; Conferences; Correlation; Prediction algorithms; Recommender systems; Telecommunication services; Service personalization and recommendation; collaborative filtering; telecom services;
Conference_Titel :
Cybernetic Intelligent Systems (CIS), 2011 IEEE 10th International Conference on
Conference_Location :
London
Print_ISBN :
978-1-4673-0687-4
DOI :
10.1109/CIS.2011.6169139