![](/images/graphics-bg.png)
A Security Situation Prediction Algorithm Based on HMM in Mobile Network
Joint Authors
Chen, Zuo
Li, Kuan-Ching
Long, Jing
Yan, Xiaolong
Li, Yanbiao
Zhang, Qingyong
Liang, Wei
Source
Wireless Communications and Mobile Computing
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-08-14
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Information Technology and Computer Science
Abstract EN
The increasingly severe network security situation brings unanticipated challenges to mobile networking.
Traditional HMM (Hidden Markov Model) based algorithms for predicting the network security are not accurate, and to address this issue, a weighted HMM based algorithm is proposed to predict the security situation of the mobile network.
The multiscale entropy is used to address the low speed of data training in mobile network, whereas the parameters of HMM situation transition matrix are also optimized.
Moreover, the autocorrelation coefficient can reasonably use the association between the characteristics of the historical data to predict future security situation.
Experimental analysis on DARPA2000 shows that the proposed algorithm is highly competitive, with good performance in prediction speed and accuracy when compared to existing design.
American Psychological Association (APA)
Liang, Wei& Long, Jing& Chen, Zuo& Yan, Xiaolong& Li, Yanbiao& Zhang, Qingyong…[et al.]. 2018. A Security Situation Prediction Algorithm Based on HMM in Mobile Network. Wireless Communications and Mobile Computing،Vol. 2018, no. 2018, pp.1-11.
https://search.emarefa.net/detail/BIM-1216074
Modern Language Association (MLA)
Liang, Wei…[et al.]. A Security Situation Prediction Algorithm Based on HMM in Mobile Network. Wireless Communications and Mobile Computing No. 2018 (2018), pp.1-11.
https://search.emarefa.net/detail/BIM-1216074
American Medical Association (AMA)
Liang, Wei& Long, Jing& Chen, Zuo& Yan, Xiaolong& Li, Yanbiao& Zhang, Qingyong…[et al.]. A Security Situation Prediction Algorithm Based on HMM in Mobile Network. Wireless Communications and Mobile Computing. 2018. Vol. 2018, no. 2018, pp.1-11.
https://search.emarefa.net/detail/BIM-1216074
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1216074