Oblivious Evaluation of Non-deterministic Finite Automata with Application to Privacy-Preserving Virus Genome Detection

Hirohito Sasakawa, Hiroki Arimura, David duVerle, H. Arimura, K. Tsuda, Jun Sakuma
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引用次数: 18

Abstract

Various string matching problems can be solved by means of a deterministic finite automaton (DFA) or a non-deterministic finite automaton (NFA). In non-oblivious cases, DFAs are often preferred for their run-time efficiency despite larger sizes. In oblivious cases, however, the inevitable computation and communication costs associated with the automaton size are more favorable to NFAs. We propose oblivious protocols for NFA evaluation based on homomorphic encryption and demonstrate that our method can be orders of magnitude faster than DFA-based methods, making it applicable to real-life scenarios, such as privacy-preserving detection of viral infection using genomic data.
非确定性有限自动机的遗忘评价及其在隐私保护病毒基因组检测中的应用
各种字符串匹配问题可以通过确定性有限自动机(DFA)或非确定性有限自动机(NFA)来解决。在非遗忘的情况下,尽管dfa规模较大,但由于其运行时效率,dfa通常更受青睐。然而,在不经意的情况下,与自动机规模相关的不可避免的计算和通信成本更有利于nfa。我们提出了基于同态加密的NFA评估的遗忘协议,并证明我们的方法可以比基于dfa的方法快几个数量级,使其适用于现实生活场景,例如使用基因组数据进行病毒感染的隐私保护检测。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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