A Prediction Method of Mobile User Preference Based on the Influence between Users
Joint Authors
Cao, Jianhua
Shi, Yancui
Zhang, Xiankun
Xiong, Congcong
Source
International Journal of Digital Multimedia Broadcasting
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-07-19
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Telecommunications Engineering
Electronic engineering
Information Technology and Computer Science
Abstract EN
User preference will be impacted by other users.
To accurately predict mobile user preference, the influence between users is introduced into the prediction model of user preference.
First, the mobile social network is constructed according to the interaction behavior of the mobile user, and the influence of the user is calculated according to the topology of the constructed mobile social network and mobile user behavior.
Second, the influence between users is calculated according to the user’s influence, the interaction behavior between users, and the similarity of user preferences.
When calculating the influence based on the interaction behavior, the context information is considered; the context information and the order of user preferences are considered when calculating the influence based on the similarity of user preferences.
The improved collaborative filtering method is then employed to predict mobile user preferences based on the obtained influence between users.
Finally, the experiment is executed on the real data set and the integrated data set, and the results show that the proposed method can obtain more accurate mobile user preferences than those of existing methods.
American Psychological Association (APA)
Shi, Yancui& Cao, Jianhua& Xiong, Congcong& Zhang, Xiankun. 2018. A Prediction Method of Mobile User Preference Based on the Influence between Users. International Journal of Digital Multimedia Broadcasting،Vol. 2018, no. 2018, pp.1-12.
https://search.emarefa.net/detail/BIM-1170882
Modern Language Association (MLA)
Shi, Yancui…[et al.]. A Prediction Method of Mobile User Preference Based on the Influence between Users. International Journal of Digital Multimedia Broadcasting No. 2018 (2018), pp.1-12.
https://search.emarefa.net/detail/BIM-1170882
American Medical Association (AMA)
Shi, Yancui& Cao, Jianhua& Xiong, Congcong& Zhang, Xiankun. A Prediction Method of Mobile User Preference Based on the Influence between Users. International Journal of Digital Multimedia Broadcasting. 2018. Vol. 2018, no. 2018, pp.1-12.
https://search.emarefa.net/detail/BIM-1170882
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1170882