TY - GEN
T1 - Hardware acceleration and data-utility improvement for low-latency privacy preserving mechanism
AU - Sawada, Junichi
AU - Nishi, Hiroaki
PY - 2012/12/12
Y1 - 2012/12/12
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=84870720062&partnerID=8YFLogxK
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U2 - 10.1109/FPL.2012.6339264
DO - 10.1109/FPL.2012.6339264
M3 - Conference contribution
AN - SCOPUS:84870720062
SN - 9781467322560
T3 - Proceedings - 22nd International Conference on Field Programmable Logic and Applications, FPL 2012
SP - 499
EP - 502
BT - Proceedings - 22nd International Conference on Field Programmable Logic and Applications, FPL 2012
T2 - 22nd International Conference on Field Programmable Logic and Applications, FPL 2012
Y2 - 29 August 2012 through 31 August 2012
ER -