{"id":7989,"date":"2026-03-17T13:33:07","date_gmt":"2026-03-17T13:33:07","guid":{"rendered":"https:\/\/izvestiyakbncran.ru\/?page_id=7989"},"modified":"2026-03-18T09:41:31","modified_gmt":"2026-03-18T09:41:31","slug":"25-3-1-en","status":"publish","type":"page","link":"https:\/\/izvestiyakbncran.ru\/index.php\/en\/25-3-1-en\/","title":{"rendered":"25.3.1 En"},"content":{"rendered":"\n<h1 class=\"wp-block-heading has-lora-font-family\" style=\"font-size:22px\"><strong>Application of machine learning methods in assessing the activities of an educational organization of a higher school<\/strong><\/h1>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-6e6decc1e53151915d0351cca1113350\" style=\"margin-top:0;margin-bottom:0;padding-top:0;padding-bottom:0\"><strong>A.M. Bozieva, F.M. Tseeva, D.V. Khatukhova<\/strong><\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-86b70c892ee51d64e6bf0730e3274f25\" style=\"margin-top:0;margin-bottom:0;padding-top:0;padding-bottom:0\"><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20)\"\/>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-d3328a80 wp-block-group-is-layout-flex\" style=\"margin-top:0;margin-bottom:0;padding-top:var(--wp--preset--spacing--20);padding-bottom:var(--wp--preset--spacing--20)\">\n<p class=\"has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-fa99f84d8051eb763ab85c3007cdb1c2\" style=\"color:#5b1919;text-decoration:underline\"><strong><strong>Upload the full text<\/strong><\/strong><\/p>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-9151b400 wp-block-group-is-layout-flex\" style=\"min-height:0px;margin-top:0;margin-bottom:0;padding-top:0;padding-bottom:0\">\n<div class=\"wp-block-buttons is-content-justification-left is-layout-flex wp-container-core-buttons-is-layout-15bf754d wp-block-buttons-is-layout-flex\" style=\"margin-top:0;margin-bottom:0;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-outline is-style-outline--1\"><a class=\"wp-block-button__link has-background-background-color has-text-color has-background has-link-color has-border-color has-small-font-size has-custom-font-size wp-element-button\" href=\"http:\/\/izvestiyakbncran.ru\/wp-content\/uploads\/2026\/03\/a.-m.-bozieva-f.-m.-tseeva-d.-v.-hatuhova-1.pdf\" style=\"border-color:#5b1919;border-style:solid;border-width:2px;border-radius:8px;color:#5b1919;padding-top:0.4rem;padding-right:var(--wp--preset--spacing--40);padding-bottom:0.4rem;padding-left:var(--wp--preset--spacing--40)\">PDF<\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:0px;width:0px\" aria-hidden=\"true\" class=\"wp-block-spacer wp-container-content-273e683f\"><\/div>\n<\/div>\n<\/div>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-c0cd42ac0265097dde705b5df07e0394\" style=\"line-height:1.4\"><em><strong><strong>Abstract<\/strong>:<\/strong> <\/em>This article solves the problem of developing a program code for evaluating the activities of educational institutions of higher education on the basis of a set of indicators. The indicators of previous university assessments and their final results are used as input data. Machine learning with a teacher based on a multiple linear regression algorithm is used to successfully solve the problem, which allows us to identify patterns for an adequate assessment. These patterns are revealed on the basis of data accumulated during the activities of universities, and the experience existing in educational practice in assessing universities. As a result, the developed program code based on the available data gives an assessment of the university with a certain accuracy.<\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-df03325adc83c022634de6b79d43432f\" style=\"line-height:1.4\"><\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-9e16871dca726a3b97795395614ffe1e\" style=\"line-height:1.4\"><strong><em><strong>Keywords<\/strong>:<\/em><\/strong> educational organizations, forecasting, performance evaluation, machine learning, regression<\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-df03325adc83c022634de6b79d43432f\" style=\"line-height:1.4\"><\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family wp-elements-f53380104d255761586f630ba77830e2\" style=\"font-size:12px;line-height:1.4\"><strong><strong>For citation<\/strong>.<\/strong> Bozieva A.M., Tseeva F.M., Khatukhova D.V. Application of machine learning methods in assessing the activities of an educational organization of a higher school. News of the Kabardino-Balkarian Scientific Center of RAS. 2023. No. 3(113). Pp. 11\u201319. DOI: 10.35330\/1991-6639-2023-3-113-11-19<\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family wp-elements-17c3333a0b1db39b7fa4a3e1a1572bc4\" style=\"font-size:12px;line-height:1.4\"><\/p>\n\n\n\n<details class=\"wp-block-details has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-4c863c08f33b6ce57b25741d00610469 is-layout-flow wp-container-core-details-is-layout-0ab540ad wp-block-details-is-layout-flow\" style=\"font-style:normal;font-weight:700;line-height:1.5\"><summary><strong>R<\/strong>eferences<\/summary>\n<ol style=\"margin-top:0;margin-bottom:0\" class=\"wp-block-list\">\n<li style=\"font-style:normal;font-weight:400\">Bozieva A.M., Dzamikhova F.Kh. A model of an intelligent system based on fuzzy logic in the tasks of evaluating the activities of a higher educational institution. News of the KabardinoBalkarian Scientific Center of RAS. 2023. No. 1(111). Pp. 11\u201317. DOI: 10.35330\/1991-6639-2023-1-111-11-17. EDN: VGNLBT (In Russian)<\/li>\n\n\n\n<li style=\"font-style:normal;font-weight:400\">Kotlyarova I.O. Artificial intelligence technologies in education. Vestnik Yuzhno-Ural&#8217;skogo gosudarstvennogo universiteta. Seriya: Obrazovanie. Pedagogicheskie nauki [Bulletin of the South Ural State University. Series: Education. Pedagogical Sciences]. 2022. Vol. 14. No 3. Pp. 69\u201382. EDN: JADHNV (In Russian)<\/li>\n\n\n\n<li style=\"font-style:normal;font-weight:400\">Poletaeva N.G. Classification of machine learning systems. Vestnik Baltiyskogo federal&#8217;nogo universiteta im. I. Kanta. Seriya: Fiziko-matematicheskie i tekhnicheskie nauki [Bulletin of the Baltic Federal University n.a I. Kant. Series: Physical, mathematical and technical sciences]. 2020. No 1. Pp. 5\u201322. EDN: RCHVEU (In Russian)<\/li>\n\n\n\n<li style=\"font-style:normal;font-weight:400\">Shai Sh.-Sh., Shai B.-D. Understanding Machine Learning: From Theory to Algorithms. Cambridge: Cambridge University Press, 2014. 410 p.<\/li>\n\n\n\n<li style=\"font-style:normal;font-weight:400\">Brink H., Joseph W. Richards, Fetherolf M. Real-World Machine Learning. New-York: Manning Publications. 2014. 264 p.<\/li>\n\n\n\n<li style=\"font-style:normal;font-weight:400\">V&#8217;yugin V.V. Matematicheskie osnovy mashinnogo obucheniya i prognozirovaniya [Mathematical Foundations of Machine Learning and Prediction]. Moscow: MTsNMO, 2022. 400 p. (In Russian)<\/li>\n\n\n\n<li style=\"font-style:normal;font-weight:400\">Gelman A., Hill J., Vehtari A. Regression and Other Stories (Analytical Methods for Social Research). Cambridge: Cambridge University Press, 2020. 548 p.<\/li>\n\n\n\n<li style=\"font-style:normal;font-weight:400\">Saati T. Prinyatie resheniy: metod analiza ierarkhiy [Decision Making: Hierarchy Analysis Method]. Transl. from Eng. R. G. Vachnadze. Moscow: Radio i svyaz&#8217;, 1993. 278 p.<\/li>\n\n\n\n<li style=\"font-style:normal;font-weight:400\">Voronov M.V., Pimenov V.I., Nebaev I.A. Sistemy iskusstvennogo intellekta: uchebnik i praktikum dlya vuzov [Artificial intelligence systems: Tutorial and practices for High School]. Moscow: Yurayt, 2022. 256 p. (In Russian)<\/li>\n<\/ol>\n<\/details>\n\n\n\n<details class=\"wp-block-details has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-1a980ce67ec25e697438a8dccc80f54c is-layout-flow wp-container-core-details-is-layout-5dafc681 wp-block-details-is-layout-flow\" style=\"font-style:normal;font-weight:700;line-height:1.5\"><summary><strong>Information about the authors<\/strong><\/summary>\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-b291ae12 wp-block-group-is-layout-flex\" style=\"min-height:0px;margin-top:0;margin-bottom:0;padding-top:var(--wp--preset--spacing--20);padding-right:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--20);padding-left:var(--wp--preset--spacing--40)\">\n<p style=\"font-style:normal;font-weight:400\"><strong>Bozieva Asiyat Mukhtarovna<\/strong>, postgraduate student, Scientific and Educational Center of KabardinoBalkarian Scientific Center of the Russian Academy of Sciences;<br>360000, Russia, Nalchik, 2 Balkarov street;<br>bozieva.asya@mail.ru, ORCID: https:\/\/orcid.org\/0000-0002-1124-2289<br><strong>Tseeva Fatimat Mukhamedovna<\/strong>, Associate Professor of the Department of Mechatronics and Robotics of the Institute of Informatics, Electronics and Robotics of the KBSU;<br>360004, Russia, Nalchik, 173 Chernyshevsky street;<br>mfmkbsu@mail.ru, ORCID: https:\/\/orcid.org\/0000-0001-7203-3571<br><strong>Khatukhova Dana Vladimirovna<\/strong>, Senior Lecturer of the Department of Information Technologies in the Management of Technical Systems of the Institute of Informatics, Electronics and Robotics of the KBSU;<br>360004, Russia, Nalchik, 173 Chernyshevsky street;<br>dkhatukhova@list.ru, ORCID: https:\/\/orcid.org\/0009-0009-0190-8823<\/p>\n\n\n\n<p style=\"font-style:normal;font-weight:400\"><\/p>\n\n\n\n<p style=\"font-style:normal;font-weight:400\"><\/p>\n\n\n\n<p style=\"font-style:normal;font-weight:400\"><\/p>\n<\/div>\n<\/details>\n","protected":false},"excerpt":{"rendered":"<p>Application of machine learning methods in assessing the activities of an educational organization of a higher school A.M. Bozieva, F.M. Tseeva, D.V. Khatukhova Upload the full text Abstract: This article solves the problem of developing a program code for evaluating the activities of educational institutions of higher education on the basis of a set of [&hellip;]<\/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-7989","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>25.3.1 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\/25-3-1-en\/\" \/>\n<meta property=\"og:locale\" content=\"ru_RU\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"25.3.1 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=\"Application of machine learning methods in assessing the activities of an educational organization of a higher school A.M. 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