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Issue title: Artificial Intelligence as a maturing and growing technology: An urgent need for intelligent systems
Guest editors: X. Yuan and M. Elhoseny
Article type: Research Article
Authors: Tang, Shuangxia | Shi, Kunquan; *
Affiliations: College of Information Engineering, Guangzhou Panyu Polytechnic College, Guangzhou, China
Correspondence: [*] Corresponding author. Kunquan Shi. E-mail: shikq1985@126.com.
Abstract: Wearable-devices have developed rapidly. Meanwhile, the security and privacy protection of user data has also occurred frequently. Aiming at the process of privacy protection of wearable-device data release, based on the conventional V-MDAV algorithm, this paper proposes a WSV-MDAV micro accumulation method based on weight W and susceptible attribute value sensitivity parameter S and introduces differential-privacy after micro accumulation operating. By simulating the Starlog dataset and the Adult dataset, the results show that, compared with the conventional multi-variable variable-length algorithm, the privacy protection method proposed in this paper has improved the privacy protection level of related devices, and the information distortion has been properly resolved. The construction of the release model can prevent susceptible data with identity tags from being tampered with, stolen, and leaked by criminals. It can avoid causing great spiritual and property losses to individuals, and avoid harming public safety caused by information leakage.
Keywords: Wearable-device, data privacy-protection, micro accumulation, differential privacy
DOI: 10.3233/JIFS-189336
Journal: Journal of Intelligent & Fuzzy Systems, vol. 40, no. 2, pp. 2973-2980, 2021
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