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Research on main methods of automatic processing, grouping and annotation of information<\/strong><\/h1>\n\n\n\n

D.V. Tikhonov<\/strong><\/strong><\/strong><\/strong><\/p>\n\n\n\n

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Abstract<\/strong>. <\/em>The article examines main methods of automatic processing, grouping and annotation of information. It is shown that methods of automatic analysis of Data Mining are based on the use of certain statistical patterns (classification, regression), search for keywords, but do not use algorithms for linguistic processing of texts. Thus, automatic analysis of text information carried out by modern means of analytical processing is not able to process texts content. To compare two simple sentences by content, the resolution method was used. Studies have shown the unification algorithm does not take into account content of sentences. Because the solution to the problem of comparative analysis of text information by content, a new algorithm for working with logical and linguistic models is proposed. The scientific novelty of the results obtained lies in the method of quickly extracting a set of local descriptors describing all parts of the image, which allows us to significantly speed up the annotation process and form a more complete global visual descriptor of the image.<\/p>\n\n\n\n

Keywords<\/strong>: <\/em>methods, automatic processing, grouping, annotation, information, Data Mining, resolution method<\/p>\n\n\n\n

For citation<\/strong>. Tikhonov D.V. Research on main methods of automatic processing, grouping and annotation of information. News of the Kabardino-Balkarian Scientific Center of RAS.<\/em> <\/strong>2025. Vol. 27. No. 1. Pp. 111\u2013119. DOI: 10.35330\/1991-6639-2025-27-1-111-119<\/p>\n\n\n\n

References<\/strong><\/summary>\n
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    Information about the author<\/strong><\/summary>\n

    Dmitry V. Tikhonov<\/strong>, Candidate of Engineering Sciences, Associate Professor of the Department of Economics and Finance, Financial University under the Government of the Russian Federation (Yaroslavl branch);<\/p>\n\n\n\n

    150003, Russia, Yaroslavl, 12a  Cooperative street;<\/p>\n\n\n\n

    Dtihonov1987@yandex.ru<\/a>, ORCID: https:\/\/orcid.org\/<\/a>0009-0001-2293-6390, SPIN-code: 4195-0317<\/p>\n<\/details>\n","protected":false},"excerpt":{"rendered":"

    Research on main methods of automatic processing, grouping and annotation of information D.V. Tikhonov Abstract. The article examines main methods of automatic processing, grouping and annotation of information. It is shown that methods of automatic analysis of Data Mining are based on the use of certain statistical patterns (classification, regression), search for keywords, but do […]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"wp-custom-template-home","meta":{"footnotes":""},"class_list":["post-1796","page","type-page","status-publish","hentry"],"yoast_head":"\n27.1.10 en - \u0418\u0417\u0412\u0415\u0421\u0422\u0418\u042f \u041a\u0410\u0411\u0410\u0420\u0414\u0418\u041d\u041e-\u0411\u0410\u041b\u041a\u0410\u0420\u0421\u041a\u041e\u0413\u041e \u041d\u0410\u0423\u0427\u041d\u041e\u0413\u041e \u0426\u0415\u041d\u0422\u0420\u0410 \u0420\u0410\u041d\u00bb<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/izvestiyakbncran.ru\/index.php\/en\/27-1-10-en\/\" \/>\n<meta property=\"og:locale\" content=\"ru_RU\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"27.1.10 en - \u0418\u0417\u0412\u0415\u0421\u0422\u0418\u042f \u041a\u0410\u0411\u0410\u0420\u0414\u0418\u041d\u041e-\u0411\u0410\u041b\u041a\u0410\u0420\u0421\u041a\u041e\u0413\u041e \u041d\u0410\u0423\u0427\u041d\u041e\u0413\u041e \u0426\u0415\u041d\u0422\u0420\u0410 \u0420\u0410\u041d\u00bb\" \/>\n<meta property=\"og:description\" content=\"Research on main methods of automatic processing, grouping and annotation of information D.V. 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