Traffic Information Publication with Privacy Preservation

被引:29
|
作者
Gurung, Sashi [1 ]
Lin, Dan [1 ]
Jiang, Wei [1 ]
Hurson, Ali [1 ]
Zhang, Rui [2 ]
机构
[1] Missouri Univ Sci & Technol, Dept Comp Sci, Rolla, MO 65409 USA
[2] Univ Melbourne, Melbourne, Vic 3010, Australia
基金
澳大利亚研究理事会;
关键词
Algorithm; Design; Security; Location privacy; trajectory anonymization; road-network constraint; ANONYMITY; ANONYMIZATION;
D O I
10.1145/2542666
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We are experiencing the expanding use of location-based services such as AT&T's TeleNav GPS Navigator and Intel's Thing Finder. Existing location-based services have collected a large amount of location data, which has great potential for statistical usage in applications like traffic flow analysis, infrastructure planning, and advertisement dissemination. The key challenge is how to wisely use the data without violating each user's location privacy concerns. In this article, we first identify a new privacy problem, namely, the inference-route problem, and then present our anonymization algorithms for privacy-preserving trajectory publishing. The experimental results have demonstrated that our approach outperforms the latest related work in terms of both efficiency and effectiveness.
引用
收藏
页数:26
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