{"id":1481,"date":"2025-03-24T13:45:55","date_gmt":"2025-03-24T13:45:55","guid":{"rendered":"http:\/\/newskbncran.ru\/?page_id=1481"},"modified":"2026-04-13T10:33:16","modified_gmt":"2026-04-13T09:33:16","slug":"27-1-13","status":"publish","type":"page","link":"https:\/\/izvestiyakbncran.ru\/index.php\/27-1-13\/","title":{"rendered":"27.1.13"},"content":{"rendered":"\n

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\u0410. \u0424. \u041a\u043e\u043d\u0441\u0442\u0430\u043d\u0442\u0438\u043d\u043e\u0432, \u041b. \u041f. \u0414\u044c\u044f\u043a\u043e\u043d\u043e\u0432\u0430<\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/p>\n\n\n\n

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\u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0441\u043b\u043e\u0432\u0430:<\/em><\/strong> \u0444\u0438\u043d\u0430\u043d\u0441\u043e\u0432\u044b\u0435 \u0440\u0438\u0441\u043a\u0438, \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f, \u0434\u0438\u0441\u0431\u0430\u043b\u0430\u043d\u0441 \u043a\u043b\u0430\u0441\u0441\u043e\u0432<\/p>\n\n\n\n

\u0414\u043b\u044f \u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f.<\/strong> \u041a\u043e\u043d\u0441\u0442\u0430\u043d\u0442\u0438\u043d\u043e\u0432 \u0410. \u0424., \u0414\u044c\u044f\u043a\u043e\u043d\u043e\u0432\u0430 \u041b. \u041f. \u0421\u0440\u0430\u0432\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u043c\u0435\u0442\u043e\u0434\u043e\u0432 \u0441\u043d\u0438\u0436\u0435\u043d\u0438\u044f \u0434\u0438\u0441\u0431\u0430\u043b\u0430\u043d\u0441\u0430 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043f\u0440\u0438 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0432 \u0444\u0438\u043d\u0430\u043d\u0441\u043e\u0432\u043e\u043c \u0441\u0435\u043a\u0442\u043e\u0440\u0435 \/\/ \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. 2025. \u0422. 27. \u2116 1. \u0421. 143\u2013151. DOI: 10.35330\/1991-6639-2025-27-1-143-151<\/p>\n\n\n\n

\u0421\u043f\u0438\u0441\u043e\u043a \u043b\u0438\u0442\u0435\u0440\u0430\u0442\u0443\u0440\u044b<\/strong><\/strong><\/summary>\n
    \n
  1. Chawla N.V., Bowyer K.W., Hall L.O., Kegelmeyer W.P. Smote: synthetic minority over-sampling technique. Journal of artificial intelligence research<\/em>. 2002. Vol. 16. Pp. 321\u2013357. DOI: 10.1613\/jair.953<\/li>\n\n\n\n
  2. He H., Bai Y., Garcia E.A., Li S. Adasyn: adaptive synthetic sampling approach for imbalanced learning. In 2008 IEEE International Joint Conference on Neural Networks (IEEE World Congress on Computational Intelligence)<\/em>. 2008. Pp. 1322\u20131328. DOI: 10.1109\/IJCNN.2008.4633969<\/li>\n\n\n\n
  3. Han H., Wang W.-Y., Mao B.-H. Borderline-smote: a new over-sampling method in imbalanced data sets learning. International conference on intelligent computing<\/em>. 2005. Pp. 878\u2013887. Springer. DOI: 10.1007\/11538059_91<\/li>\n\n\n\n
  4. Tomek I. Two modifications of cnn. IEEE Trans. Systems, Man and Cybernetics. <\/em>1976.Vol. 6. Pp.  769\u2013772. DOI: 10.1109\/TSMC.1976.4309452<\/li>\n\n\n\n
  5. Laurikkala J. Improving identification of difficult small classes by balancing class distribution. In Conference on Artificial Intelligence in Medicine in Europe<\/em>. 2001. Pp. 63\u201366. Springer. DOI: 10.1007\/3-540-48229-6_9<\/li>\n\n\n\n
  6. Batista G., Prati R.C., Monard M.C. A study of the behavior of several methods for balancing machine learning training data. ACM Sigkdd Explorations Newsletter<\/em> 2004. Vol. 6. No. 1. Pp. 20\u201329. DOI: 10.1145\/1007730.1007735<\/li>\n\n\n\n
  7. Batista G., Bazzan B., Monard M., Balancing Training Data for Automated Annotation of Keywords: a Case Study. In<\/em> <\/em>WOB<\/em>. 2003. Pp. 10\u201318. BibTeX key: conf\/wob\/BatistaBM03<\/li>\n<\/ol>\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

    \u041a\u043e\u043d\u0441\u0442\u0430\u043d\u0442\u0438\u043d\u043e\u0432 \u0410\u043b\u0435\u043a\u0441\u0435\u0439 \u0424\u0435\u0434\u043e\u0440\u043e\u0432\u0438\u0447<\/strong>, \u0430\u0441\u043f\u0438\u0440\u0430\u043d\u0442 \u043a\u0430\u0444\u0435\u0434\u0440\u044b \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u043a\u0438, \u0420\u043e\u0441\u0441\u0438\u0439\u0441\u043a\u0438\u0439 \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442 \u0438\u043c. \u0413. \u0412. \u041f\u043b\u0435\u0445\u0430\u043d\u043e\u0432\u0430;<\/p>\n\n\n\n

    115054, \u0420\u043e\u0441\u0441\u0438\u044f, \u041c\u043e\u0441\u043a\u0432\u0430, \u0421\u0442\u0440\u0435\u043c\u044f\u043d\u043d\u044b\u0439 \u043f\u0435\u0440\u0435\u0443\u043b\u043e\u043a, 36;<\/p>\n\n\n\n

    konstantinovaf@gmail.com<\/a>, ORCID: https:\/\/orcid.org\/<\/a>0009-0000-9591-3301, <\/strong>SPIN-\u043a\u043e\u0434: 3088-3121<\/p>\n\n\n\n

    \u0414\u044c\u044f\u043a\u043e\u043d\u043e\u0432\u0430 \u041b\u044e\u0434\u043c\u0438\u043b\u0430 \u041f\u0430\u0432\u043b\u043e\u0432\u043d\u0430<\/strong>, \u043a\u0430\u043d\u0434. \u0444\u0438\u0437.-\u043c\u0430\u0442. \u043d\u0430\u0443\u043a, \u0434\u043e\u0446\u0435\u043d\u0442, \u043a\u0430\u0444\u0435\u0434\u0440\u0430 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u043a\u0438, \u0420\u043e\u0441\u0441\u0438\u0439\u0441\u043a\u0438\u0439 \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442 \u0438\u043c. \u0413. \u0412. \u041f\u043b\u0435\u0445\u0430\u043d\u043e\u0432\u0430;<\/p>\n\n\n\n

    115054, \u0420\u043e\u0441\u0441\u0438\u044f, \u041c\u043e\u0441\u043a\u0432\u0430, \u0421\u0442\u0440\u0435\u043c\u044f\u043d\u043d\u044b\u0439 \u043f\u0435\u0440\u0435\u0443\u043b\u043e\u043a, 36;<\/p>\n\n\n\n

    Dyakonova.LP@rea.ru<\/a>, ORCID: https:\/\/orcid.org\/<\/a>0000-0001-5229-8070, <\/strong>SPIN-\u043a\u043e\u0434: 2513-8831<\/strong><\/p>\n<\/details>\n","protected":false},"excerpt":{"rendered":"

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