Devising a procedure for defining the general criteria of abnormal behavior of a computer system based on the improved criterion of uniformity of input data samples
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| Název: | Devising a procedure for defining the general criteria of abnormal behavior of a computer system based on the improved criterion of uniformity of input data samples |
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| Autoři: | Semenov, S., Mozhaiev, O. O., orcid:0000-0002-1412-2696, Kuchuk, N., Mozhaiev, M., Tiulieniev, S., Gnusov, Y. V., orcid:0000-0002-9017-9635, Yevstrat, D., Chyrva, Y., Kuchuk, H. |
| Zdroj: | Eastern-European Journal of Enterprise Technologies. 6:40-49 |
| Informace o vydavateli: | Private Company Technology Center, 2022. |
| Rok vydání: | 2022 |
| Témata: | 0301 basic medicine, Наукові публікації. Scientific publications. Научные публикации, комп'ютерна система, computer system, однорідна вибірка, мережева активність, Техніка. Технічні науки. Machinery. Engineering. Техника. Технические науки, компьютерная система, критерій аномалії, network activity, Україна. Ukraine. Украина, 01 natural sciences, сетевая активность, anomaly criterion, 03 medical and health sciences, homogeneous sample, векторная статистика, однородный образец, vector statistics, векторна статистика, 0101 mathematics, критерий аномалии |
| Popis: | The object of this study was the process of detecting anomalies in computer systems. The task to timely detect anomalies in computer systems was solved, based on a mathematical model underlying which is the criteria for uniformity of samples of input data. The necessity and possibility to devise a universal and at the same time scientifically based approach to tracking the states of the system were determined. Therefore, the purpose of this work was to develop a methodology for determining the general criterion of anomaly in the behavior of a computer system depending on the input data. This will increase the reliability of identifying the anomaly in the behavior of the system, which, in turn, should increase its safety. To solve the problem, a mathematical model for detecting anomalies in the behavior of a computer system has been built. The mathematical model differs from the well-known ones in the possibility of isolating a series of observations, the results of which show the anomaly in the behavior of the computer system. This made it possible to ensure the necessary level of reliability of the results of monitoring and research. In the process of modeling, the criteria for uniformity of samples of input data have been investigated and improved. The expediency of using the improved criterion of uniformity of samples of input data in the case of a significantly unequal distribution of values from the sensors of computer systems has been proved. An algorithm for the functioning of the software test tool has been developed. The results of the study showed that the confidence probability that the value of the statistical values of the shift in a certain criterion does not deviate from the mathematical expectation by more than 0.05 is approximately equal to 0.94. The scope of the obtained results is systems for detecting anomalies of computer systems. A necessary condition for the use of the proposed results is the presence of a series of observations of the state of the computer system |
| Druh dokumentu: | Article |
| Popis souboru: | application/pdf |
| ISSN: | 1729-4061 1729-3774 |
| DOI: | 10.15587/1729-4061.2022.269128 |
| Rights: | CC BY |
| Přístupové číslo: | edsair.doi.dedup.....db1b044f23c4145b17d8b51b6549d730 |
| Databáze: | OpenAIRE |
Nájsť tento článok vo Web of Science | Abstrakt: | The object of this study was the process of detecting anomalies in computer systems. The task to timely detect anomalies in computer systems was solved, based on a mathematical model underlying which is the criteria for uniformity of samples of input data. The necessity and possibility to devise a universal and at the same time scientifically based approach to tracking the states of the system were determined. Therefore, the purpose of this work was to develop a methodology for determining the general criterion of anomaly in the behavior of a computer system depending on the input data. This will increase the reliability of identifying the anomaly in the behavior of the system, which, in turn, should increase its safety. To solve the problem, a mathematical model for detecting anomalies in the behavior of a computer system has been built. The mathematical model differs from the well-known ones in the possibility of isolating a series of observations, the results of which show the anomaly in the behavior of the computer system. This made it possible to ensure the necessary level of reliability of the results of monitoring and research. In the process of modeling, the criteria for uniformity of samples of input data have been investigated and improved. The expediency of using the improved criterion of uniformity of samples of input data in the case of a significantly unequal distribution of values from the sensors of computer systems has been proved. An algorithm for the functioning of the software test tool has been developed. The results of the study showed that the confidence probability that the value of the statistical values of the shift in a certain criterion does not deviate from the mathematical expectation by more than 0.05 is approximately equal to 0.94. The scope of the obtained results is systems for detecting anomalies of computer systems. A necessary condition for the use of the proposed results is the presence of a series of observations of the state of the computer system |
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| ISSN: | 17294061 17293774 |
| DOI: | 10.15587/1729-4061.2022.269128 |