会议论文

Jiang, Fu

英文

2019 18TH IEEE INTERNATIONAL CONFERENCE ON TRUST, SECURITY AND PRIVACY IN COMPUTING AND COMMUNICATIONS/13TH IEEE INTERNATIONAL CONFERENCE ON BIG DATA SCIENCE AND ENGINEERING (TRUSTCOM/BIGDATASE 2019)

2324-9013

2019

693-699

18th IEEE International Conference on Trust, Security and Privacy in Computing and Communications (IEEE TrustCom) / 13th IEEE International Conference on Big Data Science and Engineering (IEEE BigDataSE)

IEEE Trustcom BigDataSE ISPA

AUG 05-08, 2019

Rotorua, NEW ZEALAND

[Mo, Ran;Jiang, Fu;Zhao, Xiaoshuai;Liu, Weirong;Peng, Jun] Cent South Univ, Sch Comp Sci & Engn, Changsha, Peoples R China.^[Liu, Jianfeng;Gu, Xin] Cent South Univ, Sch Automat, Changsha, Peoples R China.^[Yu, Wentao] Cent South Univ Forestry & Technol, Coll Comp & Informat Engn, Changsha, Peoples R China.^[Mo, Ran;Liu, Jianfeng;Yu, Wentao;Jiang, Fu;Gu, Xin;Zhao, Xiaoshuai;Liu, Weirong;Peng, Jun] Hunan Engn Lab Rail Vehicles Braking Technol, Changsha, Peoples R China.

IEEE, IEEE Comp Soc, Univ Waikato, IEEE Tech Comm Scalable Comp, STRATUS, Univ Waikato

10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1264 USA

IEEE COMPUTER SOC

978-1-7281-2776-7

10.1109/TrustCom/BigDataSE.2019.00098

National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [61772558, 61672537, 61803394, 61672539, 61502055, 61503048, 61602529 61873353]; Planned Science and Technology Project of Hunan Province [2016GK2003]

本校为其他机构

Analyzing clustering results may lead to the privacy disclosure issue in big data mining. In this paper, we put forward a differential privacy-based protecting data preprocessing method for distance-based clustering. Firstly, the data distortion technique differential privacy is used to prevent the distances in distance-based clustering from disclosing the relationships. Differential privacy may affect the clustering results while protecting privacy. Then an adaptive privacy budget parameter adjustment mechanism is applied for keeping the balance between the privacy protection and the clusteri...