A Multiuser Identification Algorithm Based on Internet of Things
Joint Authors
Zhang, Mingchuan
Xie, Ping
Xing, Ling
Deng, Kaikai
Wu, Honghai
Source
Wireless Communications and Mobile Computing
Issue
Vol. 2019, Issue 2019 (31 Dec. 2019), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2019-05-02
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Information Technology and Computer Science
Abstract EN
With the rapid development of the Internet of Things (IoT) in 4G/5G deployments, the massive amount of network data generated by users has exploded, which has not only brought a revolution to human’s living, but also caused some malicious actors to utilize these data to attack the privacy of ordinary users.
Therefore, it is crucial to identify the entity users behind multiple virtual accounts.
Due to the low precision of user identification in the many-to-many mechanism of user identification, a random forest confirmation algorithm based on stable marriage matching (RFCA-SMM) is proposed in this study.
It consists of three key steps: we first employ the stable marriage matching model to calculate the similarity between multiple users and utilize a scoring model to calculate the overall similarity of the users, after which candidate matching pairs are selected; second, we construct the random forest model that exploits a user similarity vector training set; afterward, the candidate matching pairs combine the secondary confirmation of the random forest model, which both improve the precision of the many-to-many user identification and protect private user data in the IoT.
Extensive experiments are provided to demonstrate that the proposed algorithm improves precision rate, recall rate, and F-Measure (F1), as well as Area Under Curve (AUC).
American Psychological Association (APA)
Deng, Kaikai& Xing, Ling& Zhang, Mingchuan& Wu, Honghai& Xie, Ping. 2019. A Multiuser Identification Algorithm Based on Internet of Things. Wireless Communications and Mobile Computing،Vol. 2019, no. 2019, pp.1-11.
https://search.emarefa.net/detail/BIM-1212241
Modern Language Association (MLA)
Deng, Kaikai…[et al.]. A Multiuser Identification Algorithm Based on Internet of Things. Wireless Communications and Mobile Computing No. 2019 (2019), pp.1-11.
https://search.emarefa.net/detail/BIM-1212241
American Medical Association (AMA)
Deng, Kaikai& Xing, Ling& Zhang, Mingchuan& Wu, Honghai& Xie, Ping. A Multiuser Identification Algorithm Based on Internet of Things. Wireless Communications and Mobile Computing. 2019. Vol. 2019, no. 2019, pp.1-11.
https://search.emarefa.net/detail/BIM-1212241
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1212241