{"id":919,"date":"2024-11-29T13:14:14","date_gmt":"2024-11-29T13:14:14","guid":{"rendered":"http:\/\/newskbncran.ru\/?page_id=919"},"modified":"2026-03-27T13:19:14","modified_gmt":"2026-03-27T13:19:14","slug":"26-5-8","status":"publish","type":"page","link":"https:\/\/izvestiyakbncran.ru\/index.php\/26-5-8\/","title":{"rendered":"26.5.8"},"content":{"rendered":"\n

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\u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0441\u043b\u043e\u0432\u0430<\/em><\/strong>: <\/em>Data Mining, \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445, \u043c\u0435\u0442\u0430-\u0430\u043d\u0430\u043b\u0438\u0437, \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430<\/p>\n\n\n\n

\u0414\u043b\u044f \u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f.<\/strong> \u041f\u043e\u043f\u043e\u0432\u0430 \u041d. \u0410., \u0415\u0433\u043e\u0440\u043e\u0432\u0430 \u0415. \u0421. \u041e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0441\u0444\u0435\u0440\u0435 \u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u044f \/\/ \u0418\u0437\u0432\u0435\u0441\u0442\u0438\u044f \u041a\u0430\u0431\u0430\u0440\u0434\u0438\u043d\u043e-\u0411\u0430\u043b\u043a\u0430\u0440\u0441\u043a\u043e\u0433\u043e \u043d\u0430\u0443\u0447\u043d\u043e\u0433\u043e \u0446\u0435\u043d\u0442\u0440\u0430 \u0420\u0410\u041d. 2024. \u0422. 26. \u2116 5. \u0421. 94\u2013106. DOI: 10.35330\/1991-6639-2024-26-5-94-106<\/p>\n\n\n\n

\u0421\u043f\u0438\u0441\u043e\u043a \u043b\u0438\u0442\u0435\u0440\u0430\u0442\u0443\u0440\u044b<\/strong><\/summary>\n
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  1. Du X., Yang J., Hung J.-L., Shelton B.<\/em> Educational data mining: a systematic review of research and emerging trends. Information Discovery and Delivery. 2020. No. 48(4). Pp. 225\u2013236. DOI: 10.1108\/idd-09-2019-0070<\/li>\n\n\n\n
  2. \u0421\u0435\u043c\u0435\u043d\u043a\u0438\u043d\u0430 \u0418. \u0410., \u041f\u0440\u0443\u0441\u0430\u043a\u043e\u0432\u0430 \u041f. \u0412.<\/em> \u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0432\u044b\u0441\u0448\u0435\u0439 \u0448\u043a\u043e\u043b\u0435: \u0442\u0435\u043e\u0440\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043e\u0431\u0437\u043e\u0440 \/\/ \u041f\u0435\u0434\u0430\u0433\u043e\u0433\u0438\u043a\u0430. \u0412\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u043e\u0440\u0438\u0438 \u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438. 2023. \u0422. 8. \u2116 7. \u0421. 761\u2013770. DOI: 10.30853\/ ped20230111<\/li>\n\n\n\n
  3. \u041f\u043e\u043b\u0438\u0442\u043e\u0432 \u0410. \u042e., \u0410\u043a\u0436\u0438\u0433\u0438\u0442\u043e\u0432 \u0420. \u0420., \u0421\u0443\u0434\u0430\u0440\u0438\u043a\u043e\u0432 \u041a. \u0410.<\/em> \u0410\u043d\u0430\u043b\u0438\u0437 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043f\u0440\u0435\u0434\u0438\u043a\u0442\u0438\u0432\u043d\u043e\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0438 \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \/\/ \u0418\u043d\u043d\u043e\u0432\u0430\u0446\u0438\u0438. \u041d\u0430\u0443\u043a\u0430. \u041e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435. 2021. \u2116 28. \u0421. 1055\u20131065. EDN: SSBBWE<\/li>\n\n\n\n
  4. Salal Ya. Kh., Abdullaev S.M.<\/em> Monitoring of the education quality and implementing of individual learning: demonstration of approaches and educational data mining algorithms. Izvestiya SFedU. Engineering Sciences. 2020. No. 3(213). Pp. 112\u2013122. DOI: 10.18522\/2311-3103-2020-3-112-122<\/li>\n\n\n\n
  5. Bunkar K.<\/em> Educational data mining in practice literature review. Journal of Advanced Research in Embedded System. 2020. Vol. 7. Pp. 1\u20137. DOI: 10.24321\/2395.3802.202001<\/li>\n\n\n\n
  6. \u0422\u0435\u0440\u0435\u043d\u0442\u044c\u0435\u0432 \u0410. \u0412.<\/em> \u041c\u0435\u0442\u043e\u0434\u044b \u0438 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \/\/ \u0412\u0435\u0441\u0442\u043d\u0438\u043a \u043d\u0430\u0443\u043a\u0438. 2024. \u0422. 4. \u2116 5(74). \u0421. 1545\u20131550.<\/li>\n\n\n\n
  7. Dol S. M., Jawandhiya P. M. <\/em>Classification technique and its combination with clustering and association rule mining in educational data mining\u2013A survey. Engineering Applications of Artificial Intelligence. 2023. Vol. 122. P. 106071. DOI: 10.1016\/j.engappai.2023.106071<\/li>\n\n\n\n
  8. Rabelo A., Rodrigues M.W., Nobre C.N., Isotani S.<\/em> Educational data mining and learning analytics: A review of educational management in e-learning. Information Discovery and Delivery. 2024. Vol. 52. No. 2. Pp. 149\u2013163. DOI: 10.1108\/IDD-10-2022-0099<\/li>\n\n\n\n
  9. Bo\u0161njakovi\u0107 N., \u0110ur\u0111evi\u0107 Babi\u0107 I.<\/em> Systematic review on educational data mining in educational gamification. Tech Know Learn. 2023. Vol. 21. Pp. 5\u201319. DOI: 10.1007\/s10758-023-09686-2<\/li>\n\n\n\n
  10. Salloum S.A., Elnagar A., Shaalan K., Alshurideh M.<\/em> Mining in educational data: review and future directions. Advances in Intelligent Systems and Computing. 2020. Vol. 1153. Pp. 92\u2013102. DOI: 10.1007\/978-3-030-44289-7_9<\/li>\n\n\n\n
  11. Andrade T., Rigo S., Barbosa J.<\/em> Active methodology, educational data mining and learning analytics: a systematic mapping study. Informatics in Education. 20201. Vol. 20. No. 2. Pp. 171\u2013204. DOI: 10.15388\/infedu.2021.09<\/li>\n\n\n\n
  12. Ampadu Y.B.<\/em> Handling big data in education: a review of educational data mining techniques for specific educational problems. AI, Computer Science and Robotics Technology. No. 13. DOI: 10.5772\/ACRT.17<\/li>\n\n\n\n
  13. \u041f\u043e\u043f\u043e\u0432\u0430 \u041d. \u0410., \u0415\u0433\u043e\u0440\u043e\u0432\u0430 \u0415. \u0421.<\/em> Data mining \u0432 \u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0438: \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0443\u0441\u043f\u0435\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u0438 \u0443\u0447\u0430\u0449\u0438\u0445\u0441\u044f \/\/ \u041c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435, \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u0438 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438. \u0422. 11. \u2116 2(41). \u0421. 9\u201310. DOI: 10.26102\/2310-6018\/2023.41.2.003<\/li>\n\n\n\n
  14. \u041f\u043e\u043f\u043e\u0432\u0430 \u041d. \u0410., \u0415\u0433\u043e\u0440\u043e\u0432\u0430 \u0415. \u0421.<\/em> \u0418\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0434\u043b\u044f \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0430 \u0443\u0441\u043f\u0435\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u0438 \u0441\u0442\u0443\u0434\u0435\u043d\u0442\u043e\u0432 \u0432\u0443\u0437\u0430 \/\/ \u0418\u0437\u0432\u0435\u0441\u0442\u0438\u044f \u041a\u0430\u0431\u0430\u0440\u0434\u0438\u043d\u043e-\u0411\u0430\u043b\u043a\u0430\u0440\u0441\u043a\u043e\u0433\u043e \u043d\u0430\u0443\u0447\u043d\u043e\u0433\u043e \u0446\u0435\u043d\u0442\u0440\u0430 \u0420\u0410\u041d. 2023. \u2116 2(112). \u0421. 18\u201329. DOI: 10.35330\/1991-6639-2023-2-112-18-29<\/li>\n\n\n\n
  15. Kovalev S., Kolodenkova A., Muntyan E.<\/em> Educational data mining: current problems and solutions. 2020 5th International Conference on Information Technologies in Engineering Education, Inforino 2020 \u2013 Proceedings. Moscow, 14\u201317 \u0430\u043f\u0440\u0435\u043b\u044f 2020 \u0433\u043e\u0434\u0430. Moscow, 2020. P. 9111699. DOI: 10.1109\/Inforino48376.2020.9111699<\/li>\n<\/ol>\n\n\n\n

    <\/p>\n<\/details>\n\n\n\n

    \u0418\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f \u043e\u0431 \u0430\u0432\u0442\u043e\u0440\u0430\u0445<\/strong><\/summary>\n

    \u041f\u043e\u043f\u043e\u0432\u0430 \u041d\u0430\u0442\u0430\u043b\u0438\u044f \u0410\u043b\u0435\u043a\u0441\u0430\u043d\u0434\u0440\u043e\u0432\u043d\u0430<\/strong>, \u043a\u0430\u043d\u0434. \u0442\u0435\u0445\u043d. \u043d\u0430\u0443\u043a, \u0434\u043e\u0446\u0435\u043d\u0442, \u0434\u043e\u0446\u0435\u043d\u0442 \u043a\u0430\u0444\u0435\u0434\u0440\u044b \u00ab\u041c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u0435 \u0438 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u042d\u0412\u041c\u00bb, \u041f\u0435\u043d\u0437\u0435\u043d\u0441\u043a\u0438\u0439 \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442;
    440026, \u0420\u043e\u0441\u0441\u0438\u044f, \u0433. \u041f\u0435\u043d\u0437\u0430, \u0443\u043b. \u041a\u0440\u0430\u0441\u043d\u0430\u044f, 40;
    popov.tasha@yandex.ru, ORCID: https:\/\/orcid.org\/0000-0001-9713-4897, SPIN-\u043a\u043e\u0434: 9358-8567
    \u0415\u0433\u043e\u0440\u043e\u0432\u0430 \u0415\u043a\u0430\u0442\u0435\u0440\u0438\u043d\u0430 \u0421\u0435\u0440\u0433\u0435\u0435\u0432\u043d\u0430<\/strong>, \u043a\u0430\u043d\u0434. \u044d\u043a\u043e\u043d. \u043d\u0430\u0443\u043a, \u0434\u043e\u0446\u0435\u043d\u0442 \u043a\u0430\u0444\u0435\u0434\u0440\u044b \u00ab\u041f\u0440\u0438\u043a\u043b\u0430\u0434\u043d\u0430\u044f \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u043a\u0430\u00bb, \u041f\u0435\u043d\u0437\u0435\u043d\u0441\u043a\u0438\u0439 \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442;
    440039, \u0420\u043e\u0441\u0441\u0438\u044f, \u0433. \u041f\u0435\u043d\u0437\u0430, \u043f\u0440\u043e\u0435\u0437\u0434 \u0411\u0430\u0439\u0434\u0443\u043a\u043e\u0432\u0430\/\u0443\u043b. \u0413\u0430\u0433\u0430\u0440\u0438\u043d\u0430, 1\u0430\/11;
    katepost@yandex.ru, ORCID: https:\/\/orcid.org\/0000-0002-0816-0944, SPIN-\u043a\u043e\u0434: 5624-6036<\/p>\n\n\n\n

    <\/p>\n<\/details>\n","protected":false},"excerpt":{"rendered":"

    \u041e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0441\u0444\u0435\u0440\u0435 \u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u041d. \u0410. \u041f\u043e\u043f\u043e\u0432\u0430, \u0415. \u0421. \u0415\u0433\u043e\u0440\u043e\u0432\u0430 \u0417\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u044c \u043f\u043e\u043b\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0410\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f: \u0418\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0441\u0444\u0435\u0440\u0435 \u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0432\u0441\u0435 \u0431\u043e\u043b\u0435\u0435 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u043c, \u0438 \u043c\u043d\u043e\u0433\u0438\u0435 \u0432\u044b\u0441\u0448\u0438\u0435 \u0443\u0447\u0435\u0431\u043d\u044b\u0435 \u0437\u0430\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0432\u0441\u0435 \u0447\u0430\u0449\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u044e\u0442 \u0435\u0433\u043e \u0434\u043b\u044f \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044f \u0441\u0432\u043e\u0435\u0439 \u043a\u043e\u043d\u043a\u0443\u0440\u0435\u043d\u0442\u043e\u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438. \u0412 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0435 \u0433\u043e\u0434\u044b \u0431\u044b\u043b\u043e \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u043e \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439 \u043f\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0443 \u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043f\u043e \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u043c \u0443\u0447\u0435\u0431\u043d\u044b\u043c \u0442\u0435\u043c\u0430\u043c \u0438 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-919","page","type-page","status-publish","hentry"],"yoast_head":"\n26.5.8 - 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