TY - GEN
T1 - A recommendation framework towards personalized services in intelligent museum
AU - Zhou, Shandan
AU - Zhou, Xingshe
AU - Yu, Zhiwen
AU - Wang, Kaibo
AU - Wang, Haipeng
AU - Ni, Hongbo
PY - 2009
Y1 - 2009
N2 - Museum visitors are being overloaded with increasing amount and variety of information that heavens their burden to locate what is really interesting. Development of personalized service for museum visitors makes a promising effort to alleviate the problem. In this paper, a recommendation framework and the related algorithms are proposed for intelligent museum. Using both the explicit and implicit visit behaviors data, preference learning algorithm computes the preference of a visitor in exhibits. Exhibit recommendation algorithm takes a visitor's preference and the public evaluation history on exhibits into account in the pre-selection and refinement of recommended exhibits. We implemented the recommendation framework based on our previously developed smart museum platform, iMuseum. The effectiveness of the proposed framework and algorithms are verified through experiments.
AB - Museum visitors are being overloaded with increasing amount and variety of information that heavens their burden to locate what is really interesting. Development of personalized service for museum visitors makes a promising effort to alleviate the problem. In this paper, a recommendation framework and the related algorithms are proposed for intelligent museum. Using both the explicit and implicit visit behaviors data, preference learning algorithm computes the preference of a visitor in exhibits. Exhibit recommendation algorithm takes a visitor's preference and the public evaluation history on exhibits into account in the pre-selection and refinement of recommended exhibits. We implemented the recommendation framework based on our previously developed smart museum platform, iMuseum. The effectiveness of the proposed framework and algorithms are verified through experiments.
UR - http://www.scopus.com/inward/record.url?scp=70749108100&partnerID=8YFLogxK
U2 - 10.1109/CSE.2009.198
DO - 10.1109/CSE.2009.198
M3 - 会议稿件
AN - SCOPUS:70749108100
SN - 9780769538235
T3 - Proceedings - 12th IEEE International Conference on Computational Science and Engineering, CSE 2009
SP - 229
EP - 236
BT - Proceedings - 12th IEEE International Conference on Computational Science and Engineering, CSE 2009 - 7th IEEE/IFIP International Conference on Embedded and Ubiquitous Computing, EUC 2009
T2 - 7th IEEE/IFIP International Conference on Embedded and Ubiquitous Computing, EUC 2009
Y2 - 29 August 2009 through 31 August 2009
ER -