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00925njm 22002777a 4500 dc Almaraz Luengo, Elena Salome author Leiva Cerna, Marcos Brian author García Villalba, Luis Javier author Hernández Castro, Julio author Hurley Smith, Darren author 2022-04-27 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). Almaraz Luengo, E. S., Leiva Cerna, M. B., García Villalba, L. J. et al. «Critical Analysis of Hypothesis Tests in Federal Information Processing Standard (140-2)». Entropy, vol. 24, n.o 5, abril de 2022, p. 613. DOI.org (Crossref), https://doi.org/10.3390/e24050613. 1099-4300 10.3390/e24050613 https://hdl.handle.net/20.500.14352/72498 https://doi.org/10.3390/e24050613 https://www.mdpi.com/1099-4300/24/5/613/htm Critical Analysis of Hypothesis Tests in Federal Information Processing Standard (140-2)