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

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 m...

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Bibliographische Detailangaben
Hauptverfasser: Sawada, J., Nishi, H.
Format: Tagungsbericht
Sprache:eng ; jpn
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Beschreibung
Zusammenfassung: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.
ISSN:1946-147X
1946-1488
DOI:10.1109/FPL.2012.6339264