Mapping web usage patterns to MDP model and mining with reinforcement learning

doi:10.1007/11540007_85

科研成果详情

题名	Mapping web usage patterns to MDP model and mining with reinforcement learning
作者	Gao, Yang 1; Luo, Zongwei2 ; Li, Ning 1
发表日期	2006
会议名称	2nd International Conference on Fuzzy Systems and Knowledge Discovery
会议录名称	Fuzzy Systems and Knowledge Discovery: Second International Conference, FSKD 2005, Changsha, China, August 27-29, 2005, Proceedings, Part II
会议录编者	Lipo Wang, Yaochu Jin
ISBN	3540283315
ISSN	0302-9743
卷号	Lecture Notes in Artificial Intelligence, volume 3614
页码	698-702
会议日期	AUG 27-29, 2005
会议地点	Changsha, China
摘要	For many web usage mining applications, it is crucial to compare navigation paths of different users. This paper presents a reinforcement learning based method for mining the sequential usage patterns of user behaviors. In detail, the temporal data set about every user is constructed from the web log file, and then the navigation paths of the users are modelled using the extended Markov decision process. The proposed method could learn the dynamical sequential usage patterns on-line. © Springer-Verlag Berlin Heidelberg 2005.
DOI	10.1007/11540007_85
URL	查看来源
收录类别	SCIE ; CPCI-S
语种	英语English
WOS研究方向	Computer Science
WOS类目	Computer Science, Artificial Intelligence ; Computer Science, Information Systems
WOS记录号	WOS:000232218400085
Scopus入藏号	2-s2.0-33749009295
引用统计
文献类型	会议论文
条目标识符	https://repository.uic.edu.cn/handle/39GCC9TT/6985
专题	个人在本单位外知识产出
作者单位	1.State Key Laboratory for Novel Software Technology,Nanjing University,Nanjing, 210093,China 2.E-business Technology Institute,University of Hongkong,Hong Kong
推荐引用方式 GB/T 7714	Gao, Yang,Luo, Zongwei,Li, Ning. Mapping web usage patterns to MDP model and mining with reinforcement learning[C]//Lipo Wang, Yaochu Jin, 2006: 698-702.