AI in Healthcare Data Privacy-Preserving: Enhanced Trade-Off Between Security and Utility

被引:0
|
作者
Peng, Lian [1 ]
Qiu, Meikang [2 ]
机构
[1] China Resources Power Hubei Co Ltd, Chibi, Peoples R China
[2] Augusta Univ, Comp & Cyber Sci Dept, Augusta, GA 30912 USA
来源
KNOWLEDGE SCIENCE, ENGINEERING AND MANAGEMENT, PT III, KSEM 2024 | 2024年 / 14886卷
关键词
Security; AI; Healthcare; Trade-off; Privacy-preserving; Malicious Attack;
D O I
10.1007/978-981-97-5498-4_27
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The digital shift in healthcare has spurred progress in medical services. However, this progress has introduced substantial security risks, necessitating a balance between data privacy and utility. This paper examines the challenges of managing healthcare data privacy, focusing on the trade-offs between various challenges. Then we discuss the application of AI in healthcare privacy data protection, highlighting its role in various scenarios. The paper proposes a novel approach for healthcare data privacy-preserving. The most essential challenge of privacy-preserving is a trade-off between privacy and utility. AI can enhance the efficacy of privacy-preserving measures to mitigate the competitive intensity of the trade-off process. Then we validate this perspective with a systematic analysis of five typical scenarios in healthcare data privacy-preserving, respectively.
引用
收藏
页码:349 / 360
页数:12
相关论文
共 50 条
  • [41] The Capability-Security Trade-Off of Blockchain for Data Sharing at the Network Edge
    Li, Yixin
    Liang, Liang
    Jia, Yunjian
    Wen, Wanli
    Chen, Zhengchuan
    2022 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM 2022), 2022, : 2188 - 2193
  • [42] Algorithm to Trade Off between Utility and Privacy Cost of Online Social Search
    Li, Yan
    Lu, Zhiyi
    Li, Victor O. K.
    2016 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2016,
  • [43] On the Utility-Informativeness-Security Trade-Off in Discrete Task-Oriented Semantic Communication
    Zhang, Anbang
    Wang, Yanhu
    Guo, Shuaishuai
    IEEE COMMUNICATIONS LETTERS, 2024, 28 (06) : 1298 - 1302
  • [44] An enhanced bacterial foraging optimization algorithm for secure data storage and privacy-preserving in cloud
    K. Anand
    A. Vijayaraj
    M. Vijay Anand
    Peer-to-Peer Networking and Applications, 2022, 15 : 2007 - 2020
  • [45] Designing a trade-off between usability and security: A metrics based-model
    Braz, Christina
    Seffah, Ahmed
    M'Raihi, David
    HUMAN-COMPUTER INTERACTION - INTERACT 2007, PT 2, PROCEEDINGS, 2007, 4663 : 114 - +
  • [46] Managing the Trade-off Between Usability and Security in Knowledge-Based Authentication
    Alabdullatif, Raghad
    Alsubait, Tahani
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2020, 20 (04): : 175 - 181
  • [47] An enhanced bacterial foraging optimization algorithm for secure data storage and privacy-preserving in cloud
    Anand, K.
    Vijayaraj, A.
    Anand, M. Vijay
    PEER-TO-PEER NETWORKING AND APPLICATIONS, 2022, 15 (04) : 2007 - 2020
  • [48] Identity-Based Public Verification with Privacy-Preserving for Data Storage Security in Cloud Computing
    Zhao, Jining
    Xu, Chunxiang
    Li, Fagen
    Zhang, Wenzheng
    IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2013, E96A (12) : 2709 - 2716
  • [49] The Security-Utility Trade-off for Iris Authentication and Eye Animation for Social Virtual Avatars
    John, Brendan
    Jorg, Sophie
    Koppal, Sanjeev
    Jain, Eakta
    IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2020, 26 (05) : 1880 - 1890
  • [50] SegGuard: Segmentation-Based Anonymization of Network Data in Clouds for Privacy-Preserving Security Auditing
    Oqaily, Momen
    Jarraya, Yosr
    Mohammady, Meisam
    Majumdar, Suryadipta
    Pourzandi, Makan
    Wang, Lingyu
    Debbabi, Mourad
    IEEE TRANSACTIONS ON DEPENDABLE AND SECURE COMPUTING, 2021, 18 (05) : 2486 - 2505