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PrivacyPreserving Trajectory Collection

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Premise: Accurate trajectory patterns necessary for LBSs ... free, energy-saving, short-range wireless P2P communication (Bluetooth, ZigBee) ... – PowerPoint PPT presentation

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Title: PrivacyPreserving Trajectory Collection


1
Privacy-PreservingTrajectory Collection
  • Gyozo Gidófalvi
  • Uppsala University, Dept. of Information
    Technology
  • Geomatic ApS
  • Xuegang Huang and Torben Bach Pedersen
  • Aalborg University, Dept. of Computer Science

2
Problem Setting
  • Premise Accurate trajectory patterns necessary
    for LBSs
  • Task Collect exact trajectories of mobile users
    in a privacy-preserving manner
  • Objective Use free, energy-saving, short-range
    wireless P2P communication (Bluetooth, ZigBee)
  • Problem Hardware ID is exposed in P2P
    communication

Need to break the link between public and private
information!
Data item
HID
Private trajectory
3
Location Privacy Definitions
DEF. k-a-anonymity k-anonymity a-diversity
4
Privacy-Preserving Trajectory Collection in Five
Stages
Server
Merge traj pieces and monitor of copies
After Ts2t if the majority parity is
odd?discard even?store
1 2 2
5
Results
  • Realistic simulation shows that the method works
    under reasonable conditions and anonymity
    settings
  • gt 98 of the clients report their collected data
  • gt 95 of the data is reported
  • Not reported data is recent and can be corrected
    for
  • Method / system that
  • collects exact trajectories without a loss
  • does not require trusted components
  • and provides strong privacy guarantees
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