title: Ð¤Ð¾ÑÐ¼Ð°Ð»Ð¸Ð·Ð°ÑÐ¸Ñ Ð´Ð°Ð½Ð½ÑÑ Ð¸Ð· Ð¾ÑÐºÑÑÑÑÑ Ð¸ÑÑÐ¾ÑÐ½Ð¸ÐºÐ¾Ð² Ð´Ð»Ñ ÑÐµÑÐµÐ½Ð¸Ñ Ð·Ð°Ð´Ð°Ñ Ð¸Ð½ÑÐ¾ÑÐ¼Ð°ÑÐ¸Ð¾Ð½Ð½Ð¾Ð¹ Ð±ÐµÐ·Ð¾Ð¿Ð°ÑÐ½Ð¾ÑÑÐ¸
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: Formalization of data from open sources for solving cybersecurity problems
Creators: name: ÐÑÐ¸Ð¿Ð¾Ð²Ð°, ÐÑÐ´Ð¼Ð¸Ð»Ð°
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Ð½ÑÐ¾ÑÐ¼Ð°ÑÐ¸Ñ
Ð¾ÑÐºÑÑÑÑÐµ Ð¸ÑÑÐ¾ÑÐ½Ð¸ÐºÐ¸
Ð°Ð½Ð°Ð»Ð¸Ð·
Ð³ÐµÑÐµÑÐ¾Ð³ÐµÐ½Ð½ÑÐµ Ð´Ð°Ð½Ð½ÑÐµ
Ð°Ð²ÑÐ¾Ð¼Ð°ÑÐ¸Ð·Ð°ÑÐ¸Ñ
open sources
analysis
heterogeneous data
automation

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description: The topic of the graduate qualification work isÂ Â«Formalization of data from open sources to solve information security problemsÂ». The goal of this study - to automate of the analysis of data from open sources by developing their formal representation to implement the logic of reasoning. The subject of the work is: modern methods of analysis over heterogeneous data from open sources.Â The research set the following goals: Analyze open data sources in terms of extractable information. Develop a way to formalize heterogeneous weakly structured data to automate knowledge extraction. Develop and test a software prototype that implements this approach. During the work the following was done: open-source data were analyzed in terms of extracted information; possible variants of formalization of open-source data were investigated. As a result of the work: the classification of open-source data was formulated; the features of open-source data were formulated; a means of formalization of open-source data of was developed; the effectiveness of the proposed method of formalization was demonstrated.Â The results could be used as: methodological guidelines for the analysis of data from open sources, taking into account their features; recommendations for the construction of intelligent analysis systems; software layer for data processing and bringing them to a universal representation in accordance with the formalism in the form of a metagraph.