title: ÐÑÑÐ²Ð»ÐµÐ½Ð¸Ðµ ÑÐµÐºÑÑÐ¾Ð², Ð¿ÑÐ¾Ð²Ð¾ÑÐ¸ÑÑÑÑÐ¸Ñ ÑÐ°Ð·Ð²Ð¸ÑÐ¸Ðµ ÑÐ¾ÑÐ¸Ð°Ð»ÑÐ½Ð¾Ð¹ Ð½Ð°Ð¿ÑÑÐ¶ÐµÐ½Ð½Ð¾ÑÑÐ¸, ÐÐ½ÑÐµÑÐ½ÐµÑ-Ð¡ÐÐ
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¼Ð°Ð³Ð¸ÑÑÑÐ°
titleType: Subtitle
title: Identification of texts that provoke the development of social tension, Internet media
Creators: name: ÐÐ±Ð¸ÑÐ¾Ð², Ð Ð¾Ð¼Ð°Ð½
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: 2023
Subjects: ÐÐ°ÑÐ¸Ð½Ð½Ð¾Ðµ Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ
ÐÑÐºÑÑÑÑÐ²ÐµÐ½Ð½ÑÐ¹ Ð¸Ð½ÑÐµÐ»Ð»ÐµÐºÑ
ÑÐµÐ¼Ð°Ð½ÑÐ¸ÑÐµÑÐºÐ¸Ð¹ Ð°Ð½Ð°Ð»Ð¸Ð· ÑÐµÐºÑÑÐ¾Ð²
ÐºÐ»Ð°ÑÑÐµÑÐ¸Ð·Ð°ÑÐ¸Ñ
semantic text analysis
clustering

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description: The purpose of the work is to identify texts published in the Internet media in order to develop social tension in society. The subject of the research is modern methods of text analysis using machine learning. Tasks solved in the course of the study. The subject of the work is of the research is modern methods of text analysis using machine learning. The research set the following goals: 1. Analyze the methods of clustering texts of Internet media to highlight the subject of published materials. 2. Analyze the methods of identifying texts in online media that provoke the development of social tension. 3. Develop a method of grouping texts by common features to highlight the subject of published materials. 4. Develop a method for detecting texts that provoke the development of social tension. 5. Develop a software layout that implements the developed methods. 6. Conduct experimental studies of the developed software layout. As a result of the work, methods were proposed to identify texts that provoke social tension, Internet media, and a program layout was developed, and the quality of the layout was demonstrated. It was concluded that it is important to analyze the information space in order to ensure the safety of society. The results obtained can be used as a basis for designing systems for monitoring and analyzing the information space.