Critical Analysis of Hypothesis Tests in Federal Information Processing Standard (140-2).

Critical Analysis of Hypothesis Tests in Federal Information Processing Standard (140-2).
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DOI:
10.3390/e24050613
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发表时间:
2022-04-27
期刊:
Entropy (Basel, Switzerland)
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其他
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这项工作分析了FIPS 140-2电池测试之间的现有相关性。使用了两种主要的分析方法,第一种是通过检测线性相关性的皮尔逊相关系数来研究相关性,第二种是互信息度量的新应用,该互信息度量允许检测可能的非线性关系。为了进行这项研究,重新安装了FIPS 140-2电池,以允许用户获得对随机数生成器(RNG)进行更严格的最终用户分析所必需的p值和统计数据。
This work presents an analysis of the existing dependencies between the tests of the FIPS 140-2 battery. Two main analytical approaches are utilized, the first being a study of correlations through the Pearson’s correlation coefficient that detects linear dependencies, and the second one being a novel application of the mutual information measure that allows detecting possible non-linear relationships. In order to carry out this study, the FIPS 140-2 battery is reimplemented to allow the user to obtain p-values and statistics that are essential for more rigorous end-user analysis of random number generators (RNG).
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