TY - CHAP
T1 - A recommendation framework for mobile phones based on social network data
AU - Ozcan, Alper
AU - Oguducu, Sule Gunduz
PY - 2010
Y1 - 2010
N2 - Nowadays, mobile phones are used not only for calling other people but also used for their various features such as camera, music player, Internet connection etc. Today's mobile service providers operate in a very competitive environment and they should provide other services to their customers than just call or SMS. One of such services may be to recommend items to their customers that match each customer's preferences and needs at the time the customer requests a recommendation. In this work, we designed a framework for an easy implementation of a recommendation system for mobile service providers. Using this framework, we implemented as a case study a recommendation model that recommends restaurants to the users based on the content filtering, collaborative filtering and social network of users. We evaluated the performance of our model on real data obtained from a Turkish mobile service company.
AB - Nowadays, mobile phones are used not only for calling other people but also used for their various features such as camera, music player, Internet connection etc. Today's mobile service providers operate in a very competitive environment and they should provide other services to their customers than just call or SMS. One of such services may be to recommend items to their customers that match each customer's preferences and needs at the time the customer requests a recommendation. In this work, we designed a framework for an easy implementation of a recommendation system for mobile service providers. Using this framework, we implemented as a case study a recommendation model that recommends restaurants to the users based on the content filtering, collaborative filtering and social network of users. We evaluated the performance of our model on real data obtained from a Turkish mobile service company.
KW - Community detection
KW - Context-aware recommendation framework
KW - Data mining
KW - Social network analysis
UR - http://www.scopus.com/inward/record.url?scp=77952723977&partnerID=8YFLogxK
U2 - 10.1007/978-3-642-13265-0_11
DO - 10.1007/978-3-642-13265-0_11
M3 - Chapter
AN - SCOPUS:77952723977
SN - 9783642132643
T3 - Studies in Computational Intelligence
SP - 139
EP - 149
BT - Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing 2010
A2 - Lee, Roger
ER -