A Differential Privacy Incentive Compatible Mechanism and Equilibrium Analysis

被引:5
|
作者
Liu, Hai [1 ]
Wu, Zhenqiang [1 ]
Zhang, Lin [2 ]
机构
[1] Shannxi Normal Univ, Key Lab Modern Teaching Technol, Minist Educ, Sch Comp Sci, Xian, Peoples R China
[2] Shangluo Univ, Shangluo, Peoples R China
关键词
differential privacy; mechanism design; incentive compatible; availability; equilibrium; linear programming;
D O I
10.1109/NaNA.2016.67
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In data analysis with interactive or non-interactive framework, the common assumption is that the data curators are credible. However, it is not reliable in reality. To that end, we propose, according to the incentive compatible mechanism, a differential privacy truthful mechanism, and in the mechanism, we analyze data privacy, utility and incentive compatible properties. Through analysis our scheme addresses the problem that data curator is not trust, and show it satisfies privacy and utility, and obtains the truthful tell. Another, differential privacy and availability is at odds with each other, the research of balance of between differential privacy and availability has been extensively developed, and availability is formulated as a quality of service. In this paper, to the balance problem of between differential privacy and availability, we only need to directly depend on utility function of the availability related to differential privacy budget, so we construct a game with respect to them and analyze the equilibrium of differential privacy and availability by using linear programming.
引用
收藏
页码:260 / 266
页数:7
相关论文
共 50 条
  • [31] The ABC mechanism: an incentive compatible payoff mechanism for elicitation of outcome and probability transformations
    Yi Li
    Experimental Economics, 2021, 24 : 1019 - 1046
  • [32] Privacy Preserving Collaborative Computing: Heterogeneous Privacy Guarantee and Efficient Incentive Mechanism
    Wang, Xin
    He, Jianping
    Cheng, Peng
    Chen, Jiming
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2019, 67 (01) : 221 - 233
  • [33] The ABC mechanism: an incentive compatible payoff mechanism for elicitation of outcome and probability transformations
    Li, Yi
    EXPERIMENTAL ECONOMICS, 2021, 24 (03) : 1019 - 1046
  • [34] Integrated Demand Response for Microgrids With Incentive Compatible Bidding Mechanism
    Zhang, Zhenyuan
    Huang, Yuxiang
    Chen, Zihan
    Lee, Wei-Jen
    IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2023, 59 (01) : 118 - 127
  • [35] Optimal incentive compatible mechanism in a system with several active elements
    Enaleev, A. K.
    AUTOMATION AND REMOTE CONTROL, 2017, 78 (01) : 146 - 158
  • [36] Multi-side incentive compatible transaction fee mechanism
    Liu, Xu
    Liu, Yafei
    Li, Hao
    Wang, Jianjun
    Zhu, Junwu
    Song, Heng
    COMPUTERS & ELECTRICAL ENGINEERING, 2024, 113
  • [37] Incentive Compatible Mechanism in P2P Systems
    Wang Qingjie
    Yu Jian
    Yu Mei
    Zhang He
    Zhao Zheng
    2009 5TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-8, 2009, : 4112 - 4115
  • [38] Integrated Demand Response for Microgrids with Incentive Compatible Bidding Mechanism
    Zhang, Zhenyuan
    Huang, Yuxiang
    Chen, Zihan
    Lee, Wei-Jen
    2021 IEEE INDUSTRY APPLICATIONS SOCIETY ANNUAL MEETING (IAS), 2021,
  • [39] Optimal incentive compatible mechanism in a system with several active elements
    A. K. Enaleev
    Automation and Remote Control, 2017, 78 : 146 - 158
  • [40] An Incentive-Compatible Multi-Armed Bandit Mechanism
    Gonen, Rica
    Pavlov, Elan
    PODC'07: PROCEEDINGS OF THE 26TH ANNUAL ACM SYMPOSIUM ON PRINCIPLES OF DISTRIBUTED COMPUTING, 2007, : 362 - 363