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A secure and efficient kNN classification algorithm using encrypted index search and Yao’s garbled circuit over encrypted databases

    • Jeonbuk National University

    Research output: Contribution to conferenceConference paperpeer-review

    Abstract

    Database outsourcing has been popular according to the development of cloud computing. Databases need to be encrypted before being outsourced to the cloud so that they can be protected from adversaries. However, the existing kNN classification scheme over encrypted databases in the cloud suffers from high computation overhead. So we proposed a secure and efficient kNN classification algorithm using encrypted index search and Yao’s garbled circuit over encrypted databases. Our algorithm not only preserves data privacy, query privacy, and data access pattern. We show that our algorithm achieves about 17x better performance on classification time than the existing scheme, while preserving high security level.

    Original languageEnglish
    Title of host publicationFuture Data and Security Engineering- 5th International Conference, FDSE 2018, Proceedings
    EditorsTran Khanh Dang, Nam Thoai, Josef Küng, Roland Wagner, Makoto Takizawa
    PublisherSpringer
    Pages21-38
    Number of pages18
    ISBN (Print)9783030031916
    DOIs
    StatePublished - 2018
    Event5th International Conference on Future Data and Security Engineering, FDSE 2018 - Ho Chi Minh City, Viet Nam
    Duration: 2018.11.282018.11.30

    Publication series

    NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
    Volume11251 LNCS
    ISSN (Print)0302-9743
    ISSN (Electronic)1611-3349

    Conference

    Conference5th International Conference on Future Data and Security Engineering, FDSE 2018
    Country/TerritoryViet Nam
    CityHo Chi Minh City
    Period18.11.2818.11.30

    Keywords

    • Cloud computing
    • Data privacy
    • Database outsourcing
    • KNN classification algorithm
    • Query protection Hiding data access pattern

    Quacquarelli Symonds(QS) Subject Topics

    • Computer Science & Information Systems

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