TY - GEN
T1 - Game-theoretic model of incentivizing privacy-aware users to consent to location tracking
AU - Panaousis, Emmanouil
AU - Laszka, Aron
AU - Pohl, Johannes
AU - Noack, Andreas
AU - Alpcan, Tansu
N1 - Publisher Copyright:
© 2015 IEEE.
PY - 2015/12/2
Y1 - 2015/12/2
N2 - Nowadays, mobile users have a vast number of applications and services at their disposal. Each of these might impose some privacy threats on users' 'Personally Identifiable Information' (PII). Location privacy is a crucial part of PII, and as such, privacy-aware users wish to maximize it. This privacy can be, for instance, threatened by a company, which collects users' traces and shares them with third parties. To maximize their location privacy, users can decide to get offline so that the company cannot localize their devices. The longer a user stays connected to a network, the more services he might receive, but his location privacy decreases. In this paper, we analyze the trade-off between location privacy, the level of services that a user experiences, and the profit of the company. To this end, we formulate a Stackelberg Bayesian game between the User (follower) and the Company (leader). We present theoretical results characterizing the equilibria of the game. To the best of our knowledge, our work is the first to model the economically rational decision-making of the service provider (i.e., the Company) in conjunction with the rational decision making of users who wish to protect their location privacy. To evaluate the performance of our approach, we have used real-data from a testbed, and we have also shown that the game-theoretic strategy of the Company outperforms non-strategic methods. Finally, we have considered different User privacy types, and have determined the service level that incentivizes the User to stay connected as long as possible.
AB - Nowadays, mobile users have a vast number of applications and services at their disposal. Each of these might impose some privacy threats on users' 'Personally Identifiable Information' (PII). Location privacy is a crucial part of PII, and as such, privacy-aware users wish to maximize it. This privacy can be, for instance, threatened by a company, which collects users' traces and shares them with third parties. To maximize their location privacy, users can decide to get offline so that the company cannot localize their devices. The longer a user stays connected to a network, the more services he might receive, but his location privacy decreases. In this paper, we analyze the trade-off between location privacy, the level of services that a user experiences, and the profit of the company. To this end, we formulate a Stackelberg Bayesian game between the User (follower) and the Company (leader). We present theoretical results characterizing the equilibria of the game. To the best of our knowledge, our work is the first to model the economically rational decision-making of the service provider (i.e., the Company) in conjunction with the rational decision making of users who wish to protect their location privacy. To evaluate the performance of our approach, we have used real-data from a testbed, and we have also shown that the game-theoretic strategy of the Company outperforms non-strategic methods. Finally, we have considered different User privacy types, and have determined the service level that incentivizes the User to stay connected as long as possible.
UR - http://www.scopus.com/inward/record.url?scp=84967327639&partnerID=8YFLogxK
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U2 - 10.1109/Trustcom.2015.476
DO - 10.1109/Trustcom.2015.476
M3 - Conference contribution
AN - SCOPUS:84967327639
T3 - Proceedings - 14th IEEE International Conference on Trust, Security and Privacy in Computing and Communications, TrustCom 2015
SP - 1006
EP - 1013
BT - Proceedings - 14th IEEE International Conference on Trust, Security and Privacy in Computing and Communications, TrustCom 2015
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 14th IEEE International Conference on Trust, Security and Privacy in Computing and Communications, TrustCom 2015
Y2 - 20 August 2015 through 22 August 2015
ER -