title: ÐÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸Ðµ ÑÐ²ÑÑÑÐ¾ÑÐ½ÑÑ Ð¸ÑÐºÑÑÑÑÐ²ÐµÐ½Ð½ÑÑ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÑ ÑÐµÑÐµÐ¹ Ð´Ð»Ñ ÑÑÐ°Ð²Ð½ÐµÐ½Ð¸Ñ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÐµÑÐ¿ÐµÑÐµÐ½Ð¸Ñ
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: The use of convolutional artificial neural networks for comparing software
Creators: name: ÐÐ¾Ð¿Ð¾Ð², ÐÐ¾ÑÐ¸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: 2020
Subjects: ÐÐµÐ¹ÑÐ¾Ð½Ð½ÑÐµ ÑÐµÑÐ¸
ÐÑÑÐ¸ÑÐ»Ð¸ÑÐµÐ»ÑÐ½ÑÐµ Ð¼Ð°ÑÐ¸Ð½Ñ ÑÐ»ÐµÐºÑÑÐ¾Ð½Ð½ÑÐµ Ð¿ÐµÑÑÐ¾Ð½Ð°Ð»ÑÐ½ÑÐµ
Ð½ÐµÑÐµÑÐºÐ¾Ðµ Ñ ÑÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð¸Ðµ
Ð²ÐµÐºÑÐ¾ÑÐ½Ð¾Ðµ ÑÐ°ÑÑÑÐ¾ÑÐ½Ð¸Ðµ
fuzzy hashing
vector distance

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description: Work theme: "The use of convolutional artificial neural networks for comparing software". This work is devoted to the study of methods for determining the similarity of files based on machine learning algorithms. Solved tasks: - study of the applicability of algorithms based on fuzzy hashes in the task of determining the similarity of files; - preparation of a data for the development and testing of tools based on fuzzy hash algorithms and machine learning algorithms; - development of programs for calculating fuzzy hashes and assessing their similarity within the test sample; - selection of algorithms and development of programs that use machine learning algorithms to solve the problem of determining the similarity of files within a test sample, as well as evaluating the results; - development of visualization tools for analytical data obtained during the work; - development of a methodology for comparing similarity results for two types of algorithms â based on fuzzy hashes and based on machine learning algorithms. The first chapter gives a description and comparative analysis of various clustering algorithms, a description of dimensional reduction methods, and so algorithms based on convolutional neural networks and fuzzy are described hashes applied in software implementation. The second chapter describes the study during which practical comparison of the applicability of various methods identify the similarity of objects. A description is also given of the applied visualization techniques for the results. The third chapter describes your own comparison method. software and its testing results.