TY - GEN
T1 - Social Recommendation Algorithm Dynamically Adaptable to User Profiling for SNS
AU - Li, Weimin
AU - Ni, Yikai
AU - Wu, Minye
AU - Ye, Zhengbo
AU - Jin, Qun
PY - 2015/8/3
Y1 - 2015/8/3
N2 - With the development of social network services, the user relation spectrum of the social network has exceeded our imagination. Hence, personalized recommendation algorithms are adopted in many social networking sites to help users find their potential friends and related information more quickly and conveniently. In this paper, we discuss the weaknesses of current algorithms, and propose a user profile integrated dynamic social recommendation algorithm in order to overcome those limitations. Finally, through the experiment on Weibo dataset, it can conclude that the proposed algorithm outperforms traditional approaches in terms of accuracy and stability.
AB - With the development of social network services, the user relation spectrum of the social network has exceeded our imagination. Hence, personalized recommendation algorithms are adopted in many social networking sites to help users find their potential friends and related information more quickly and conveniently. In this paper, we discuss the weaknesses of current algorithms, and propose a user profile integrated dynamic social recommendation algorithm in order to overcome those limitations. Finally, through the experiment on Weibo dataset, it can conclude that the proposed algorithm outperforms traditional approaches in terms of accuracy and stability.
KW - Collaborative filtering
KW - Dynamic recommendation
KW - Profile matching
KW - Social network
UR - http://www.scopus.com/inward/record.url?scp=84959508090&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84959508090&partnerID=8YFLogxK
U2 - 10.1109/CBD.2014.42
DO - 10.1109/CBD.2014.42
M3 - Conference contribution
AN - SCOPUS:84959508090
T3 - Proceedings - 2014 2nd International Conference on Advanced Cloud and Big Data, CBD 2014
SP - 261
EP - 266
BT - Proceedings - 2014 2nd International Conference on Advanced Cloud and Big Data, CBD 2014
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2nd International Conference on Advanced Cloud and Big Data, CBD 2014
Y2 - 20 November 2014 through 22 November 2014
ER -