title: Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° ÑÐ¸ÑÑÐµÐ¼Ñ ÐºÐ»Ð°ÑÑÐµÑÐ¸Ð·Ð°ÑÐ¸Ð¸ Ð½Ð°ÑÑÐ½ÑÑ ÑÑÐ°ÑÐµÐ¹ Ñ Ð½Ð°Ð·Ð½Ð°ÑÐµÐ½Ð¸ÐµÐ¼ ÐºÐ»ÑÑÐµÐ²ÑÑ ÑÐ»Ð¾Ð² ÐºÐ°Ðº Ð¼ÐµÑÐ¾Ðº ÐºÐ»Ð°ÑÑÐµÑÐ¾Ð²
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð±Ð°ÐºÐ°Ð»Ð°Ð²ÑÐ°
titleType: Subtitle
title: Development of a clustering system for scientific articles with the appointment of keywords as cluster labels
Creators: name: Ð¨Ð°ÑÐºÐ¾, ÐÐ½Ð°ÑÑÐ°Ñ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: 2023
Subjects: ÐºÐ»Ð°ÑÑÐµÑÐ¸Ð·Ð°ÑÐ¸Ñ ÑÐµÐºÑÑÐ¾Ð²
Ð°Ð½Ð°Ð»Ð¸Ð· ÑÐµÐºÑÑÐ¾Ð²
ÑÐµÐ³Ð¼ÐµÐ½ÑÐ°ÑÐ¸Ñ ÑÐµÑÑÐ°
Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ðµ Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ
Ð¸Ð·Ð²Ð»ÐµÑÐµÐ½Ð¸Ñ ÐºÐ»ÑÑÐµÐ²ÑÑ ÑÐ»Ð¾Ð²
text clustering
text analysis
test segmentation
machine learning
keyword extraction

description: Ð¦ÐµÐ»Ñ Ð´Ð°Ð½Ð½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÑ â ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°ÑÑ ÑÐ¸ÑÑÐµÐ¼Ñ ÐºÐ»Ð°ÑÑÐµÑÐ¸Ð·Ð°ÑÐ¸Ð¸ Ð½Ð°ÑÑÐ½ÑÑ ÑÑÐ°ÑÐµÐ¹ Ñ Ð½Ð°Ð·Ð½Ð°ÑÐµÐ½Ð¸ÐµÐ¼ ÐºÐ»ÑÑÐµÐ²ÑÑ ÑÐ»Ð¾Ð² ÐºÐ°Ðº Ð¼ÐµÑÐ¾Ðº ÐºÐ»Ð°ÑÑÐµÑÐ¾Ð². ÐÐ±ÑÐµÐºÑÐ¾Ð¼ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ ÑÐ²Ð»ÑÐµÑÑÑ ÐºÐ»Ð°ÑÑÐµÑÐ¸Ð·Ð°ÑÐ¸Ñ. ÐÑÐµÐ´Ð¼ÐµÑÐ¾Ð¼ â Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ñ ÐºÐ»Ð°ÑÑÐµÑÐ¸Ð·Ð°ÑÐ¸Ð¸ ÑÐµÐºÑÑÐ¾Ð²ÑÑ Ð´Ð°Ð½Ð½ÑÑ. Ð ÐºÐ°ÑÐµÑÑÐ²Ðµ Ð¼ÐµÑÐ¾Ð´Ð¾Ð² Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÑÑÑÑ ÑÑÐ°Ð²Ð½Ð¸ÑÐµÐ»ÑÐ½ÑÐ¹ Ð¸ Ð³ÑÐ°ÑÐ¸ÑÐµÑÐºÐ¸Ð¹ Ð°Ð½Ð°Ð»Ð¸Ð·Ñ, ÑÐºÑÐ¿ÐµÑÐ¸Ð¼ÐµÐ½ÑÑ Ð¸ Ð¼Ð°ÑÐµÑÐ¸Ð°Ð»Ñ Ð½Ð°ÑÑÐ½Ð¾Ð¹ Ð»Ð¸ÑÐµÑÐ°ÑÑÑÑ. ÐÐ°Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¿Ð¾ÑÐ²ÑÑÐµÐ½Ð° Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ Ð¼ÐµÑÐ¾Ð´Ð¾Ð² Ð¸ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð¾Ð² ÐºÐ»Ð°ÑÑÐµÑÐ¸Ð·Ð°ÑÐ¸Ð¸ Ð¸ Ð¸Ð·Ð²Ð»ÐµÑÐµÐ½Ð¸Ñ ÐºÐ»ÑÑÐµÐ²ÑÑ ÑÐ»Ð¾Ð² Ð¸ ÑÑÐ°Ð· Ð¸Ð· ÑÐµÐºÑÑÐ°. Ð¡ÐµÐ¹ÑÐ°Ñ, Ð¿Ð¾ÑÑÐ¸ Ð²ÑÐµ Ð²ÐµÐ±-ÑÐ°Ð¹ÑÑ Ð¸ Ð¿ÑÐ¸Ð»Ð¾Ð¶ÐµÐ½Ð¸Ñ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÑÑ Ð¿Ð¾Ð¸ÑÐºÐ¾Ð²ÑÑ ÑÐ¸ÑÑÐµÐ¼Ñ Ð¸ ÑÐ°Ð·Ð´ÐµÐ»ÑÑÑ Ð´Ð°Ð½Ð½ÑÐµ Ð½Ð° ÑÐ°Ð·Ð»Ð¸ÑÐ½ÑÐµ ÐºÐ°ÑÐµÐ³Ð¾ÑÐ¸Ð¸. Ð ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐµ Ð±ÑÐ»Ð° Ð¿Ð¾Ð´ÑÐ¾Ð±Ð½Ð¾ Ð¸Ð·ÑÑÐµÐ½Ð° ÑÐµÐ¼Ð° ÐºÐ»Ð°ÑÑÐµÑÐ¸Ð·Ð°ÑÐ¸Ð¸, ÑÐ°ÑÑÐ¼Ð¾ÑÑÐµÐ½Ñ ÐµÐµ Ð¾ÑÐ½Ð¾Ð²Ð½ÑÐµ Ð¼ÐµÑÐ¾Ð´Ñ Ð¸ Ð½ÐµÐºÐ¾ÑÐ¾ÑÑÐµ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ñ. Ð¢Ð°ÐºÐ¶Ðµ Ð±ÑÐ»Ð¸ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ñ Ð¼ÐµÑÐ¾Ð´Ñ Ð¸ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ñ Ð¿Ð¾Ð¸ÑÐºÐ° Ð¸ Ð¸Ð·Ð²Ð»ÐµÑÐµÐ½Ð¸Ñ ÐºÐ»ÑÑÐµÐ²ÑÑ ÑÐ»Ð¾Ð² Ð¸ ÑÑÐ°Ð· Ð¸Ð· ÑÐµÐºÑÑÐ°. Ð Ð¿ÑÐ°ÐºÑÐ¸ÑÐµÑÐºÐ¾Ð¹ ÑÐ°ÑÑÐ¸ Ð²ÑÐµ ÑÐ°ÑÑÐ¼Ð¾ÑÑÐµÐ½Ð½ÑÐµ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ñ Ð±ÑÐ»Ð¸ ÑÐµÐ°Ð»Ð¸Ð·Ð¾Ð²Ð°Ð½Ñ Ð¸ Ð¿ÑÐ¾Ð°Ð½Ð°Ð»Ð¸Ð·Ð¸ÑÐ¾Ð²Ð°Ð½Ñ. Ð Ð¸ÑÐ¾Ð³Ðµ Ð²ÑÐ±ÑÐ°Ð½Ñ Ð»ÑÑÑÐ¸Ðµ ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÑ, Ð½Ð° Ð¾ÑÐ½Ð¾Ð²Ðµ ÐºÐ¾ÑÐ¾ÑÑÑ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ð° ÑÐ¸ÑÑÐµÐ¼Ð° ÐºÐ»Ð°ÑÑÐµÑÐ¸Ð·Ð°ÑÐ¸Ð¸ Ð½Ð°ÑÑÐ½ÑÑ ÑÑÐ°ÑÐµÐ¹ Ñ Ð½Ð°Ð·Ð½Ð°ÑÐµÐ½Ð¸ÐµÐ¼ ÐºÐ»ÑÑÐµÐ²ÑÑ ÑÐ»Ð¾Ð² ÐºÐ°Ðº Ð¼ÐµÑÐ¾Ðº ÐºÐ»Ð°ÑÑÐµÑÐ¾Ð². Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ð½ÑÑ ÑÐ¸ÑÑÐµÐ¼Ñ Ð¼Ð¾Ð¶Ð½Ð¾ Ð¿ÑÐ¸Ð¼ÐµÐ½ÑÑÑ Ð´Ð»Ñ ÑÐ¸ÑÑÐµÐ¼Ð°ÑÐ¸Ð·Ð°ÑÐ¸Ð¸ Ð¸ ÑÑÑÑÐºÑÑÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð¸Ñ Ð±Ð¾Ð»ÑÑÐ¾Ð³Ð¾ Ð½Ð°Ð±Ð¾ÑÐ° Ð´Ð°Ð½Ð½ÑÑ. ÐÐµ Ð¼Ð¾Ð¶Ð½Ð¾ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°ÑÑ ÐºÐ°Ðº Ð²ÑÑÑÐ°Ð¸Ð²Ð°ÐµÐ¼ÑÐ¹ ÐºÐ¾Ð¼Ð¿Ð¾Ð½ÐµÐ½Ñ Ð² Ð¿ÑÐ¸Ð»Ð¾Ð¶ÐµÐ½Ð¸Ñ ÑÐ»ÐµÐºÑÑÐ¾Ð½Ð½ÑÑ Ð±Ð¸Ð±Ð»Ð¸Ð¾ÑÐµÐº.
description: The purpose of this work is to develop a system for clustering scientific articles with the assignment of keywords as cluster labels. The object of research is clustering. The subject is text data clustering algorithms. Comparative and graphical analyses, experiments and scientific literature materials are used as research methods. This work is devoted to the study of methods and algorithms for clustering and extracting keywords and phrases from the text. Now, almost all websites and applications use a search engine and separate data into different categories. As a result, the topic of clustering was studied in detail, its main methods and some algorithms were considered. Methods and algorithms for searching and extracting keywords and phrases from the text were also studied. In the practical part, all the considered algorithms were implemented and analyzed. As a result, the best results were selected, on the basis of which a system for clustering scientific articles was developed with the assignment of keywords as cluster labels. The developed system can be used to systematize and structure a large data set. It can be used as an embedded component in digital library applications.