Towards Outsourced Privacy-preserving Multiparty DBSCAN

被引:9
|
作者
Rahman, Mohammad Shahriar [1 ]
Basu, Anirban [1 ]
Kiyomoto, Shinsaku [1 ]
机构
[1] KDDI Res, Fujimino, Saitama, Japan
关键词
DBSCAN; Privacy; Outsourcing; Security;
D O I
10.1109/PRDC.2017.42
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This fast abstract proposes a privacy-preserving quantum-secure protocol for DBSCAN clustering algorithm. It allows multiple parties to jointly compute clusters without revealing their individual datasets to each other. We show how to outsource the DBSCAN computation on encrypted data to a cloud service provider securely such that the parties do not need to perform the expensive clustering computation locally. We also discuss some future research directions at the end of the paper.
引用
收藏
页码:225 / 226
页数:2
相关论文
共 50 条
  • [41] Privacy-Preserving Frequent Itemset Mining in Outsourced Transaction Databases
    Chandrasekharan, Iyer
    Baruah, P. K.
    Mukkamala, Ravi
    2015 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI), 2015, : 787 - 793
  • [42] Privacy-Preserving Outsourced Clinical Decision Support System in the Cloud
    Liu, Ximeng
    Deng, Robert H.
    Choo, Kim-Kwang Raymond
    Yang, Yang
    IEEE TRANSACTIONS ON SERVICES COMPUTING, 2021, 14 (01) : 222 - 234
  • [43] Privacy-preserving biometric verification with outsourced correlation filter computation
    Motahareh Taheri
    Saeed Mozaffari
    Parviz Keshavarzi
    Multimedia Tools and Applications, 2021, 80 : 21425 - 21448
  • [44] Efficient and Privacy-Preserving Outsourced SVM Classification in Public Cloud
    Liang, Jinwen
    Qin, Zheng
    Ni, Jianbing
    Lin, Xiaodong
    Shen, Xuemin
    ICC 2019 - 2019 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2019,
  • [45] Privacy-Preserving Outsourced Speech Recognition for Smart IoT Devices
    Ma, Zhuo
    Liu, Yang
    Liu, Ximeng
    Ma, Jianfeng
    Li, Feifei
    IEEE INTERNET OF THINGS JOURNAL, 2019, 6 (05): : 8406 - 8420
  • [46] Lightning-fast and privacy-preserving outsourced computation in the cloud
    Ximeng Liu
    Robert H. Deng
    Pengfei Wu
    Yang Yang
    Cybersecurity, 3
  • [47] Lightning-fast and privacy-preserving outsourced computation in the cloud
    Liu, Ximeng
    Deng, Robert H.
    Wu, Pengfei
    Yang, Yang
    CYBERSECURITY, 2020, 3 (01)
  • [48] Privacy-Preserving Outsourced Collaborative Frequent Itemset Mining in the Cloud
    Samanthula, Bharath K.
    2017 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA), 2017, : 4827 - 4829
  • [49] Outsourced Privacy-Preserving Reduced SVM Among Multiple Institutions
    Zhang, Jun
    Yiu, Siu Ming
    Jiang, Zoe L.
    ALGORITHMS AND ARCHITECTURES FOR PARALLEL PROCESSING, ICA3PP 2020, PT II, 2020, 12453 : 126 - 141
  • [50] Privacy-Preserving Transformation Used in Verifiable (Outsourced) Computation, Revisited
    Zhao, Liang
    Chen, Liqun
    IEEE TRANSACTIONS ON DEPENDABLE AND SECURE COMPUTING, 2024, 21 (04) : 3671 - 3687