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Neural Model Stealing Attack to Smart Mobile Device on Intelligent Medical Platform
Joint Authors
Qin, Zhibao
Gao, Bixuan
Zhang, Liqiang
Lin, Guanjun
Tai, Yonghang
Zhang, Jun
Source
Wireless Communications and Mobile Computing
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-11-26
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Information Technology and Computer Science
Abstract EN
To date, the Medical Internet of Things (MIoT) technology has been recognized and widely applied due to its convenience and practicality.
The MIoT enables the application of machine learning to predict diseases of various kinds automatically and accurately, assisting and facilitating effective and efficient medical treatment.
However, the MIoT are vulnerable to cyberattacks which have been constantly advancing.
In this paper, we establish a MIoT platform and demonstrate a scenario where a trained Convolutional Neural Network (CNN) model for predicting lung cancer complicated with pulmonary embolism can be attacked.
First, we use CNN to build a model to predict lung cancer complicated with pulmonary embolism and obtain high detection accuracy.
Then, we build a copycat model using only a small amount of data labeled by the target network, aiming to steal the established prediction model.
Experimental results prove that the stolen model can also achieve a relatively high prediction outcome, revealing that the copycat network could successfully copy the prediction performance from the target network to a large extent.
This also shows that such a prediction model deployed on MIoT devices can be stolen by attackers, and effective prevention strategies are open questions for researchers.
American Psychological Association (APA)
Zhang, Liqiang& Lin, Guanjun& Gao, Bixuan& Qin, Zhibao& Tai, Yonghang& Zhang, Jun. 2020. Neural Model Stealing Attack to Smart Mobile Device on Intelligent Medical Platform. Wireless Communications and Mobile Computing،Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1214766
Modern Language Association (MLA)
Zhang, Liqiang…[et al.]. Neural Model Stealing Attack to Smart Mobile Device on Intelligent Medical Platform. Wireless Communications and Mobile Computing No. 2020 (2020), pp.1-10.
https://search.emarefa.net/detail/BIM-1214766
American Medical Association (AMA)
Zhang, Liqiang& Lin, Guanjun& Gao, Bixuan& Qin, Zhibao& Tai, Yonghang& Zhang, Jun. Neural Model Stealing Attack to Smart Mobile Device on Intelligent Medical Platform. Wireless Communications and Mobile Computing. 2020. Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1214766
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1214766