Standard

Comparative Quality Analysis of Random Number Generators in MATLAB and NumPy packages. / Gilmiyarov, Roman v.; Galimzyanova, Lilia i.; Porshnev, Sergey и др.
Proceedings - 2023 IEEE Ural-Siberian Conference on Biomedical Engineering, Radioelectronics and Information Technology, USBEREIT 2023: book. Institute of Electrical and Electronics Engineers Inc., 2023. стр. 293-297.

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Harvard

Gilmiyarov, RV, Galimzyanova, LI, Porshnev, S & Chernova, O 2023, Comparative Quality Analysis of Random Number Generators in MATLAB and NumPy packages. в Proceedings - 2023 IEEE Ural-Siberian Conference on Biomedical Engineering, Radioelectronics and Information Technology, USBEREIT 2023: book. Institute of Electrical and Electronics Engineers Inc., стр. 293-297, 2023 IEEE Ural-Siberian Conference on Biomedical Engineering, Radioelectronics and Information Technology (USBEREIT), 15/05/2023. https://doi.org/10.1109/USBEREIT58508.2023.10158838

APA

Gilmiyarov, R. V., Galimzyanova, L. I., Porshnev, S., & Chernova, O. (2023). Comparative Quality Analysis of Random Number Generators in MATLAB and NumPy packages. в Proceedings - 2023 IEEE Ural-Siberian Conference on Biomedical Engineering, Radioelectronics and Information Technology, USBEREIT 2023: book (стр. 293-297). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/USBEREIT58508.2023.10158838

Vancouver

Gilmiyarov RV, Galimzyanova LI, Porshnev S, Chernova O. Comparative Quality Analysis of Random Number Generators in MATLAB and NumPy packages. в Proceedings - 2023 IEEE Ural-Siberian Conference on Biomedical Engineering, Radioelectronics and Information Technology, USBEREIT 2023: book. Institute of Electrical and Electronics Engineers Inc. 2023. стр. 293-297 doi: 10.1109/USBEREIT58508.2023.10158838

Author

Gilmiyarov, Roman v. ; Galimzyanova, Lilia i. ; Porshnev, Sergey и др. / Comparative Quality Analysis of Random Number Generators in MATLAB and NumPy packages. Proceedings - 2023 IEEE Ural-Siberian Conference on Biomedical Engineering, Radioelectronics and Information Technology, USBEREIT 2023: book. Institute of Electrical and Electronics Engineers Inc., 2023. стр. 293-297

BibTeX

@inproceedings{0be18d37afaf4e1580ebf383400b187a,
title = "Comparative Quality Analysis of Random Number Generators in MATLAB and NumPy packages",
abstract = "The article presents the results of a comparative analysis of randomness testing using statistical tests in the Information Technology Laboratory of the National Institute of Standards and Technology (STS NIST) and Move-To-Front test in software implementations of floating-point random number generators and random integer numbers of the MATLAB package and the NumPy Python library. It was found thatin MATLAB package passing the randomness of Move-To-Front test of a sequence which was made up of random integer numbers calculated on the basis of the conversion from floating-point random number generators to random integer numbers depends on the sequence length and the size of the alphabet used to convert from floating-point random number generators to random integer numbers. According to the authors, as this effect is not detected in the NumPy Python library, the result obtained in the workindicates the presence of an internal defect in the algorithm for generating floating-point random number generators MATLAB.",
author = "Gilmiyarov, {Roman v.} and Galimzyanova, {Lilia i.} and Sergey Porshnev and Olga Chernova",
year = "2023",
month = may,
day = "15",
doi = "10.1109/USBEREIT58508.2023.10158838",
language = "English",
pages = "293--297",
booktitle = "Proceedings - 2023 IEEE Ural-Siberian Conference on Biomedical Engineering, Radioelectronics and Information Technology, USBEREIT 2023",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
address = "United States",
note = "2023 IEEE Ural-Siberian Conference on Biomedical Engineering, Radioelectronics and Information Technology (USBEREIT) ; Conference date: 15-05-2023 Through 17-05-2023",

}

RIS

TY - GEN

T1 - Comparative Quality Analysis of Random Number Generators in MATLAB and NumPy packages

AU - Gilmiyarov, Roman v.

AU - Galimzyanova, Lilia i.

AU - Porshnev, Sergey

AU - Chernova, Olga

PY - 2023/5/15

Y1 - 2023/5/15

N2 - The article presents the results of a comparative analysis of randomness testing using statistical tests in the Information Technology Laboratory of the National Institute of Standards and Technology (STS NIST) and Move-To-Front test in software implementations of floating-point random number generators and random integer numbers of the MATLAB package and the NumPy Python library. It was found thatin MATLAB package passing the randomness of Move-To-Front test of a sequence which was made up of random integer numbers calculated on the basis of the conversion from floating-point random number generators to random integer numbers depends on the sequence length and the size of the alphabet used to convert from floating-point random number generators to random integer numbers. According to the authors, as this effect is not detected in the NumPy Python library, the result obtained in the workindicates the presence of an internal defect in the algorithm for generating floating-point random number generators MATLAB.

AB - The article presents the results of a comparative analysis of randomness testing using statistical tests in the Information Technology Laboratory of the National Institute of Standards and Technology (STS NIST) and Move-To-Front test in software implementations of floating-point random number generators and random integer numbers of the MATLAB package and the NumPy Python library. It was found thatin MATLAB package passing the randomness of Move-To-Front test of a sequence which was made up of random integer numbers calculated on the basis of the conversion from floating-point random number generators to random integer numbers depends on the sequence length and the size of the alphabet used to convert from floating-point random number generators to random integer numbers. According to the authors, as this effect is not detected in the NumPy Python library, the result obtained in the workindicates the presence of an internal defect in the algorithm for generating floating-point random number generators MATLAB.

UR - http://www.scopus.com/inward/record.url?partnerID=8YFLogxK&scp=85164971038

U2 - 10.1109/USBEREIT58508.2023.10158838

DO - 10.1109/USBEREIT58508.2023.10158838

M3 - Conference contribution

SP - 293

EP - 297

BT - Proceedings - 2023 IEEE Ural-Siberian Conference on Biomedical Engineering, Radioelectronics and Information Technology, USBEREIT 2023

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2023 IEEE Ural-Siberian Conference on Biomedical Engineering, Radioelectronics and Information Technology (USBEREIT)

Y2 - 15 May 2023 through 17 May 2023

ER -

ID: 41986489