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
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;
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
DOI :
10.1109/FPL.2012.6339264