TY - GEN
T1 - Integrating collaborate and content-based filtering for personalized information recommendation
AU - Xin, Zhiyun
AU - Zhao, Jizhong
AU - Gu, Ming
AU - Sun, Jiaguang
PY - 2005
Y1 - 2005
N2 - To achieve high quality of push-based information service, in this paper, collaborative filtering and content-based adaptability approaches are surveyed for user-centered personalized information, then based on the above method, we proposed a mixed two-phased recommendation algorithm for high-quality information recommendation, upon which performance evaluations showed that the mixed algorithm is more efficient than pure content-based or collaborative filtering methods, for pure of either approaches is not so efficient for the lack of enough information need information. And moreover we found with large amount registered users, it is necessary and important for the system to serve users in a group mode, which involved merged retrieval issues.
AB - To achieve high quality of push-based information service, in this paper, collaborative filtering and content-based adaptability approaches are surveyed for user-centered personalized information, then based on the above method, we proposed a mixed two-phased recommendation algorithm for high-quality information recommendation, upon which performance evaluations showed that the mixed algorithm is more efficient than pure content-based or collaborative filtering methods, for pure of either approaches is not so efficient for the lack of enough information need information. And moreover we found with large amount registered users, it is necessary and important for the system to serve users in a group mode, which involved merged retrieval issues.
UR - https://www.scopus.com/pages/publications/33646854055
U2 - 10.1007/11596448_70
DO - 10.1007/11596448_70
M3 - 会议稿件
AN - SCOPUS:33646854055
SN - 3540308180
SN - 9783540308188
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 476
EP - 482
BT - Computational Intelligence and Security - International Conference, CIS 2005, Proceedings
T2 - International Conference on Computational Intelligence and Security, CIS 2005
Y2 - 15 December 2005 through 19 December 2005
ER -