Use of machine learning in cybersecurity

Іваніченко, Євген Вікторович and Кравчук, Катерина Володимирівна and Сабліна, Милана Андріївна (2021) Use of machine learning in cybersecurity Кібербезпека: освіта, наука, техніка (4). pp. 132-142. ISSN 2663 - 4023

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Abstract

Relevance of the topic -integration of machine learning technologies into cybersecurity systems. After getting acquainted with the technical literature, the main technologies of machine learning that are implemented in the organization of cybersecurity were formulated. Familiar with the basic type of artificial neural network used during warning and detection of a cyber threat and found that the main to consider the general application of machine learning technologies are artificial neural networks based on a multilayer perceptron with inverse error propagation. It is proposed to use indicators of compromise cyberattacks as initial information for automatic machine learning systems. Emphasis is placed on the main types of data that can be used subsystems for monitoring information security and cybersecurity to perform with protection and prevention, classification and forecasting of cybersecurity events. According to the results of the analysis, the main problem areas for their implementation in information security systems are identified. The problem of using machine learning ( ML) in cybersecurity is difficult to solve because advances in this field open up many opportunities, of which it is difficult to choose effective means of implementation and decision-making. In addition, this technology can also be used by hackers to create a cyber attack. The aim of the study is to implement machine learning in information security and cybersecurity technology, and to depict a model based on self-learning.

Item Type: Article
Uncontrolled Keywords: machine learning; cybersecurity; neural networks; cyberattack; cybersecurity using machine learning
Subjects: Статті у журналах > Фахові (входять до переліку фахових, затверджений МОН)
Divisions: Факультети > Факультет інформаційних технологій та управління > Кафедра інформаційної та кібернетичної безпеки імені професора Володимира Бурячка
Depositing User: Милана Сабліна
Date Deposited: 15 Sep 2021 06:33
Last Modified: 15 Sep 2021 06:33
URI: https://elibrary.kubg.edu.ua/id/eprint/37107

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