• DocumentCode
    1948586
  • Title

    Hardware acceleration and data-utility improvement for low-latency privacy preserving mechanism

  • Author

    Sawada, Junichi ; Nishi, Hiroaki

  • Author_Institution
    Grad. Sch. of Sci. & Technol., Keio Univ., Hiyoshi, Japan
  • fYear
    2012
  • fDate
    29-31 Aug. 2012
  • Firstpage
    499
  • Lastpage
    502
  • Abstract
    With the recent growth in the quantity and value of data, data holders have come to realize the importance of being able to utilize information that is otherwise abandoned or concealed. In this situation, they face the difficulty of publishing data without revealing private information. One of the methods used to protect private information when publishing data is privacy-preserving method based on constraints known as k-anonymity and l-diversity. In this paper, we propose a hardware architecture composed of Ternary Content Addressable Memory (TCAM) and a cache mechanism to efficiently reduce the time required for executing the methods. An evaluation proves that an implementation of the proposed architecture on a reconfigurable device performs approximately 10-50 times faster than a RAM-based architecture and up to 60% of the information loss can be eliminated by using the cache mechanism.
  • Keywords
    cache storage; content-addressable storage; data privacy; field programmable gate arrays; RAM-based architecture; TCAM; cache mechanism; data holders; data publishing; data quantity; data value; data-utility improvement; hardware acceleration; information loss; k-anonymity constraint; l-diversity constraint; low-latency privacy preserving mechanism; privacy-preserving method; random access memory; reconfigurable device; ternary content addressable memory; Computer architecture; Data privacy; Field programmable gate arrays; Hardware; Privacy; Publishing; Throughput;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Field Programmable Logic and Applications (FPL), 2012 22nd International Conference on
  • Conference_Location
    Oslo
  • Print_ISBN
    978-1-4673-2257-7
  • Electronic_ISBN
    978-1-4673-2255-3
  • Type

    conf

  • DOI
    10.1109/FPL.2012.6339264
  • Filename
    6339264