title: ÐÐ½ÑÐµÐ»Ð»ÐµÐºÑÑÐ°Ð»ÑÐ½Ð°Ñ ÑÐµÐºÐ¾Ð¼ÐµÐ½Ð´Ð°ÑÐµÐ»ÑÐ½Ð°Ñ ÑÐ¸ÑÑÐµÐ¼Ð° Ð´Ð»Ñ Ð¿ÑÐ¾ÑÐ¸Ð²Ð¾Ð´ÐµÐ¹ÑÑÐ²Ð¸Ñ ÑÐµÑÐµÐ²ÑÐ¼ Ð°ÑÐ°ÐºÐ°Ð¼
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° ÑÐ¿ÐµÑÐ¸Ð°Ð»Ð¸ÑÑÐ°
titleType: Subtitle
title: Intelligent recommender system for counteracting network attacks
Creators: name: ÐÐ¾ÑÐµÑÐºÐ¸Ð¹, ÐÐ»ÑÑ
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2024
Subjects: ÐÐ½ÑÐ¾ÑÐ¼Ð°ÑÐ¸Ñ
ÐÐ°ÑÐ¸Ð½Ð½Ð¾Ðµ Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ
Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ Ñ Ð¿Ð¾Ð´ÐºÑÐµÐ¿Ð»ÐµÐ½Ð¸ÐµÐ¼
ÑÐµÑÐµÐ²Ð°Ñ Ð°ÑÐ°ÐºÐ°
ÑÐµÐºÐ¾Ð¼ÐµÐ½Ð´Ð°ÑÐµÐ»ÑÐ½Ð°Ñ ÑÐ¸ÑÑÐµÐ¼Ð°
reinforcement learning
network attack
recommender system

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description: The purpose of the study is to develop and evaluate a system that reconfigures the network to counter network attacks. The research set the following goals: 1. Investigating network attacks and methods to counter them through network reconfiguration. 2. Studying methods and algorithms for building recommendation systems. 3. Developing an intelligent method for automatic generation of network reconfiguration options. 4. Conducting experimental research on the developed system. During the work, network attacks and methods to counter them were studied. Methods and algorithms for building recommendation systems were also investigated. Scientific works describing methods and algorithms for building recommendation systems were reviewed. As a result of the work, a recommendation system based on reinforcement learning was described and implemented. The developed system was evaluated, concluding that the application of recommendation systems is a potential way to increase the effectiveness of measures to counter network attacks. The obtained results can be used as a basis for designing recommendation systems to counter other threats in the field of information security.