Результаты исследований: Научные публикации в периодических изданиях › статья › Рецензирование
Comparative Analysis of Statistical Test based onData compression methods and standard tests for assessing Randomness of Random Number Generators. / Лулу, Йешевас Гетачеу .
в: Вестник Новосибирского государственного университета. Серия: Информационные технологии, Том 23, № 1, 3, 2025, стр. 33-45.Результаты исследований: Научные публикации в периодических изданиях › статья › Рецензирование
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TY - JOUR
T1 - Comparative Analysis of Statistical Test based onData compression methods and standard tests for assessing Randomness of Random Number Generators
AU - Лулу, Йешевас Гетачеу
N1 - Lulu Y. G. Comparative Analysis of Statistical Test based on Data Compression Methods and Standard Tests for Assessing Randomness of Random Number Generators // Вестник Новосибирского государственного университета. Серия: Информационные технологии. – 2025. – Vol. 23. - No. 1. – P. 33-45.
PY - 2025
Y1 - 2025
N2 - This paper presents a detailed comparative analysis of statistical tests utilizing both modern data compressors and standard statistical methods for assessing the randomness of Random number generators (RNG). Our study aims to thoroughly evaluate the efficiency and performance of these tests in determining the quality of RNG output sequences.Data compression techniques have long been recognized as effective statistical tests, with some being asymptotically optimal. We compare the effectiveness of these data compressor-based tests with traditional statistical tests in assessing the randomness properties of RNG.Our results demonstrate that the efficiency of data compressor tests and standard statistical tests is closely similar. Through rigorous experimentation and analysis, we show that both approaches yield comparable results in evaluating the randomness of RNG output sequences.
AB - This paper presents a detailed comparative analysis of statistical tests utilizing both modern data compressors and standard statistical methods for assessing the randomness of Random number generators (RNG). Our study aims to thoroughly evaluate the efficiency and performance of these tests in determining the quality of RNG output sequences.Data compression techniques have long been recognized as effective statistical tests, with some being asymptotically optimal. We compare the effectiveness of these data compressor-based tests with traditional statistical tests in assessing the randomness properties of RNG.Our results demonstrate that the efficiency of data compressor tests and standard statistical tests is closely similar. Through rigorous experimentation and analysis, we show that both approaches yield comparable results in evaluating the randomness of RNG output sequences.
KW - СТАТИСТИЧЕСКИЕ ТЕСТЫ СЖАТИЯ ДАННЫХ
KW - ГЕНЕРАТОР СЛУЧАЙНЫХ ЧИСЕЛ
KW - СТАТИСТИЧЕСКИЙ ТЕСТ НАЦИОНАЛЬНОГО ИНСТИТУТА СТАНДАРТОВ И ТЕХНОЛОГИЙ
KW - ТЕСТ TESU01
KW - DATA COMPRESSION STATISTICAL TESTS
KW - RANDOM NUMBER GENERATOR
KW - NATIONAL INSTITUTE OF STANDARDS AND TECHNOLOGY STATISTICAL TEST
KW - TESU01 TEST
UR - https://elibrary.ru/item.asp?id=82606119
U2 - 10.25205/1818-7900-2025-23-1-33-45
DO - 10.25205/1818-7900-2025-23-1-33-45
M3 - Article
VL - 23
SP - 33
EP - 45
JO - Вестник Новосибирского государственного университета. Серия: Информационные технологии
JF - Вестник Новосибирского государственного университета. Серия: Информационные технологии
SN - 1818-7900
IS - 1
M1 - 3
ER -
ID: 68640331