title: ÐÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸Ðµ Ð°Ð½ÑÐ°Ð¼Ð±Ð»ÐµÐ²ÑÑ Ð¼ÐµÑÐ¾Ð´Ð¾Ð² Ð´Ð»Ñ Ð¾Ð±Ð½Ð°ÑÑÐ¶ÐµÐ½Ð¸Ñ ÑÐµÑÐµÐ²ÑÑ Ð°ÑÐ°Ðº
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: Application of ensemble methods for detecting network attacks
Creators: name: ÐÑÑÐ°ÐºÐ¾Ð²Ð°, ÐÐºÐ°ÑÐµÑÐ¸Ð½Ð°
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: 2025
Subjects: ÑÐµÑÐµÐ²ÑÐµ Ð°ÑÐ°ÐºÐ¸
Ð°Ð½ÑÐ°Ð¼Ð±Ð»ÐµÐ²ÑÐµ Ð¼ÐµÑÐ¾Ð´Ñ
Ð±ÑÐ³Ð³Ð¸Ð½Ð³
ÑÑÐµÐºÐ¸Ð½Ð³
network attacks
ensemble methods
bagging
stacking

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description: The topic of the graduate qualification work is Â«Application of ensemble methods for detecting network attacksÂ». The purpose of the study is to increase the accuracy of detecting network attacks using ensemble models. The object of the work is the traffic generated during the simulation of attacks on the Internet of Medical Things. The subject of the work is the attacks carried out on the Internet of Medical Things. The research set the following goals: 1. Analysis the studied data set, its characteristics and features. 2. Analysis of the ensemble models. 3. Development of a software prototype for an attack detection system. 4. Testing and evaluation of the results of the software prototype. As a result of the work, a software prototype was developed aimed at detecting network attacks in traffic, and its effectiveness was tested on a selected data set. The results obtained can be used as a basis for solving the problem of classifying network attacks using ensemble methods.