A New Differential Privacy Crowdsensing Scheme Based on the Multilevel Interactive Game
Author
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
2018-10-17
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Information Technology and Computer Science
Abstract EN
With the rapid growth of network of devices with embedded technology, mobile crowdsensing (MCS) has been gaining increasing popularity.
The development of 5G network services is prompting further growth in crowdsensing applications.
However, MCS participants risk their privacy when reporting data with their actual sensing positions.
To address this issue, the concept of differential privacy (DP) can be adopted to provide a theoretical guarantee for participants’ privacy in MCS services.
In this study, we design a new DP crowdsensing scheme with game theory.
Based on the multilevel interactive game model, MCS server, DP controllers, and mobile devices are regarded as rational individual decision makers that aim to maximize their own payoffs.
For these decision makers, the proposed game approach analyzes suitably the competitive and coordinative MCS environments.
The main novelty possessed by our control scheme is to capture the dynamics of MCS system operations with the privacy consideration.
Compared with other existing protocols, performance evaluation shows the advantages of our proposed scheme in terms of the sensing task success ratio, MCS participating ratio, and normalized payoff of participating devices.
Finally, we provide the guidance on the future research direction of MCS services including other issues.
American Psychological Association (APA)
Kim, Sungwook. 2018. A New Differential Privacy Crowdsensing Scheme Based on the Multilevel Interactive Game. Wireless Communications and Mobile Computing،Vol. 2018, no. 2018, pp.1-11.
https://search.emarefa.net/detail/BIM-1216441
Modern Language Association (MLA)
Kim, Sungwook. A New Differential Privacy Crowdsensing Scheme Based on the Multilevel Interactive Game. Wireless Communications and Mobile Computing No. 2018 (2018), pp.1-11.
https://search.emarefa.net/detail/BIM-1216441
American Medical Association (AMA)
Kim, Sungwook. A New Differential Privacy Crowdsensing Scheme Based on the Multilevel Interactive Game. Wireless Communications and Mobile Computing. 2018. Vol. 2018, no. 2018, pp.1-11.
https://search.emarefa.net/detail/BIM-1216441
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1216441