标题:User behavior mmining and similarity computation based on sequence mover's distance
作者:Lin, Zedong ;Lu, Faming ;Duan, Hua
作者机构:[Lin, Zedong ;Lu, Faming ] College of Information Science and Engineering, Shandong University of Science and Technology, Qingdao; 266590, China;[Duan 更多
通讯作者:Duan, Hua
来源:Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS
出版年:2017
卷:23
期:5
页码:1060-1068
DOI:10.13196/j.cims.2017.05.017
摘要:To measure the similarity of user behavior, the user behavior similarity was calculated from the perspective of behavior sequence generated by user's behavior process. Specifically, Sequence Mover's Distance (SMD) method was proposed by applying Earth Mover's Distance (EMD) algorithm to the field of measuring user behavior similarity. The method to measure user behavior sequence distance based on longest common subsequence was defined; then the metrics distance between multiple sets for user behavior sequence was defined, and SMD method to measure user behavior similarity was proposed; some basic principles to measure the distance between multiple sets for user behavior sequence were proposed. Experiments on both artificial and real data sets demonstrated the effectiveness of the proposed method.
© 2017, Editorial Department of CIMS. All right reserved.
收录类别:EI
资源类型:期刊论文
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