Location Privacy Leakage through Sensory Data

被引:38
|
作者
Liang, Yi [1 ]
Cai, Zhipeng [1 ]
Han, Qilong [2 ]
Li, Yingshu [1 ]
机构
[1] Georgia State Univ, Dept Comp Sci, Atlanta, GA 30303 USA
[2] Harbin Engn Univ, Coll Comp Sci & Technol, Harbin 150001, Heilongjiang, Peoples R China
基金
中国国家自然科学基金;
关键词
Location;
D O I
10.1155/2017/7576307
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Mobile devices bring benefits as well as the risk of exposing users' location information, as some embedded sensors can be accessed without users' permission and awareness. In this paper, we show that, only by using the data collected from the embedded sensors in mobile devices instead of GPS data, we can infer a user's location information with high accuracy. Three issues are addressed which are route identification, user localization in a specific route, and user localization in a bounded area. The Dynamic Time Warping based technique is designed and we develop a Hidden Markov Model to solve the localization problem. Real experiments are performed to evaluate our proposed methods.
引用
收藏
页数:12
相关论文
共 50 条
  • [21] Privacy Level Indicating Data Leakage Prevention System
    Kim, Jinhyung
    Hwang, Jun
    Kim, Hyung-Jong
    INTERNATIONAL JOURNAL OF SECURITY AND ITS APPLICATIONS, 2012, 6 (03): : 91 - 96
  • [22] Privacy Level Indicating Data Leakage Prevention System
    Kim, Jinhyung
    Park, Choonsik
    Hwang, Jun
    Kim, Hyung-Jong
    KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS, 2013, 7 (03): : 558 - 575
  • [23] Mitigating Privacy Leakage in Anomalous Building Data Streams
    Almashor, Mahathir
    Fadiansyah, Akbar
    Pathmabandu, Chehara
    Amos, Matt
    Chamikara, M. A. P.
    PROCEEDINGS OF THE 10TH ACM INTERNATIONAL CONFERENCE ON SYSTEMS FOR ENERGY-EFFICIENT BUILDINGS, CITIES, AND TRANSPORTATION, BUILDSYS 2023, 2023, : 333 - 339
  • [24] Quantifying Interdependent Privacy Risks with Location Data
    Olteanu, Alexandra-Mihaela
    Huguenin, Kevin
    Shokri, Reza
    Humbert, Mathias
    Hubaux, Jean-Pierre
    IEEE TRANSACTIONS ON MOBILE COMPUTING, 2017, 16 (03) : 829 - 842
  • [25] LOCATION DATA PRIVACY PRESERVATION IN MOBILE NETWORKS
    Matulis, Darius
    INFORMATION TECHNOLOGIES' 2011, 2011, : 93 - 96
  • [26] An Analysis of Differential Privacy Research in Location Data
    Errounda, Fatima Zahra
    Liu, Yan
    2019 IEEE 5TH INTL CONFERENCE ON BIG DATA SECURITY ON CLOUD (BIGDATASECURITY) / IEEE INTL CONFERENCE ON HIGH PERFORMANCE AND SMART COMPUTING (HPSC) / IEEE INTL CONFERENCE ON INTELLIGENT DATA AND SECURITY (IDS), 2019, : 53 - 60
  • [27] Privacy-Aware Location Data Publishing
    Hu, Haibo
    Xu, Jianliang
    On, Sai Tung
    Du, Jing
    Ng, Joseph Kee-Yin
    ACM TRANSACTIONS ON DATABASE SYSTEMS, 2010, 35 (03):
  • [28] May the privacy be with us: Correlated differential privacy in location data for ITS
    Chong, Kah Meng
    Malip, Amizah
    COMPUTER NETWORKS, 2024, 241
  • [29] Smart Data Agent for Preserving Location Privacy
    Kaur, Harkeerat
    Echizen, Isao
    Kumar, Rohit
    2020 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (SSCI), 2020, : 2567 - 2575
  • [30] Location Data Record Privacy Protection Based on Differential Privacy Mechanism
    Gu, Ke
    Yang, Lihao
    Yin, Bo
    INFORMATION TECHNOLOGY AND CONTROL, 2018, 47 (04): : 639 - 654