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Perturbed-Location Mechanism for Increased User-Location Privacy in Proximity Detection and Digital Contact-Tracing
Elena Simona Lohan1, Viktoriia Shubina1,2, Dragoș Niculescu2
1Electrical Engineering Unit, Tampere University, 33720 Tampere, Finland.
This study introduces a novel location-perturbation method for multi-floor buildings, enhancing user privacy in proximity-detection services. The technique balances strong location protection with effective proximity sensing capabilities.
Area of Science:
- Computer Science
- Ubiquitous Computing
- Information Security
Background:
- Future social networks increasingly depend on sensing data from mobile and wearable devices.
- Location data is crucial for enabling location-based and proximity-detection services, such as digital contact tracing and social networking.
- Protecting user location privacy is a significant challenge in proximity-detection architectures.
Purpose of the Study:
- To propose a location-perturbation mechanism for multi-floor buildings.
- To enhance user location privacy while maintaining effective proximity-detection capabilities.
- To investigate the trade-off between privacy and utility in location-based services.
Main Methods:
- Developed a location-perturbation mechanism for multi-floor environments.
- Assumed users have control over their location data and access to floor-map information.
- Devices can adjust location disclosure accuracy.
- Conducted simulation-based evaluations in multi-floor building scenarios with hotspot regions.
Main Results:
- The proposed mechanism significantly protects user location privacy.
- The system maintains very good proximity-detection capabilities.
- Detailed simulations demonstrate the effectiveness in complex building environments.
- The trade-off between privacy and utility was thoroughly investigated.
Conclusions:
- The developed location-perturbation mechanism offers a viable solution for privacy-preserving proximity-detection services in multi-floor buildings.
- User control over location data and adjustable accuracy are key components.
- The research provides valuable insights into balancing privacy and utility in location-aware systems.
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