计算机科学与探索2012,Vol.6Issue(4):333-342,10.DOI:10.3778/j.issn.1673-9418.2012.04.006
新的基于日志分析的用户个性化模型
New Log-Based Personalized User Model
摘要
Abstract
As the core of personalization, the quality of personalized service is tightly related with personalized user model. Current user models take into account only explicit information or implicit information of users, rarely combine both. As a result, the result of the personalized retrieval does not satisfy the users. This paper proposes a new log-based personalized user model, which combines explicit feedback and implicit feedback through a two-layer tree. The model also divides user information into long-term information and short-term information, and considers the order of the results returned by information retrieval system and the order of user clicks on the results. Experimental results show that the efficiency of the personalized retrieval based on the proposed log-based model is better than general retrieval system.关键词
计算机软件/用户模型/显式反馈/隐式反馈/个性化/日志Key words
computer software/user model/explicit feedback/implicit feedback/personalization/log分类
信息技术与安全科学引用本文复制引用
杨艳,邱艳丽..新的基于日志分析的用户个性化模型[J].计算机科学与探索,2012,6(4):333-342,10.基金项目
The National Natural Science Foundation of China under Grant No.60973081(国家自然科学基金) (国家自然科学基金)
the Natural Science Foundation of Heilongjiang Province of China under Grant No.F201011(黑龙江省自然科学基金) (黑龙江省自然科学基金)
the Scientific and Technical Research Foundation of Education Department of Heilongjiang Province under Grant No.11551352(黑龙江省教育厅科学技术研究面上项目). (黑龙江省教育厅科学技术研究面上项目)