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\u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0441\u043b\u043e\u0432\u0430:<\/strong> <\/em>\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435, \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0435 \u0441\u0435\u0442\u0438, \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437, \u0430\u0441\u0441\u043e\u0446\u0438\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430<\/p>\n\n\n\n

\u0414\u043b\u044f \u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f.<\/strong> \u041b\u044e\u0442\u0438\u043a\u043e\u0432\u0430 \u041b. \u0410. \u041f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u043c\u0435\u0442\u043e\u0434\u0430 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043d\u0435\u043f\u043e\u043b\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \/\/ \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 6. \u0421. 139\u2013145. DOI: 10.35330\/1991-6639-2024-26-6-139-145<\/p>\n\n\n\n

\u0421\u043f\u0438\u0441\u043e\u043a \u043b\u0438\u0442\u0435\u0440\u0430\u0442\u0443\u0440\u044b<\/summary>\n
    \n
  1. Kondrat’eva N.V. <\/em>Preliminary assessment of the maximum volume of solid mudflow deposits using mathematical statistics methods for the Central Caucasus. Sovremennye problemy nauki i obrazovaniya [Modern problems of science and education]. 2014. No. 4. Pp. 50\u201356. URL: http:\/\/www.science-education.ru\/118-13897. (In Russian)<\/li>\n\n\n\n
  2. Kondrat’eva N.V., Adzhiev A.Kh., Bekkiev M.Yu. et al.<\/em> Kadastr selevoy opasnosti Yuga evropeyskoy chasti Rossii [Mudflow hazard cadastre of the South of the European part of Russia]. M., Nal’chik: Feoriya, 2015. 148 p. (In Russian)<\/li>\n\n\n\n
  3. Caiafa C.F., ,Jordi Sol\u00e9-Casals J.S.-C., Marti-Puig P. et al.<\/em> Decomposition methods for machine learning with small, incomplete or noisy datasets. Applied Sciences. 2020. Vol. 10. No. 23. P. 8481. DOI: 10.3390\/APP10238481<\/li>\n\n\n\n
  4. Kainthura P., Sharma N.<\/em> Hybrid machine learning approach for landslide prediction, Uttarakhand, India. Scientific reports. 2022. Vol. 12. No. 1. P. 20101. DOI: 10.1038\/s41598-022-22814-9<\/li>\n\n\n\n
  5. Hadi F.A.A., Sidek L.M., Salih G.H.A. et al. <\/em>Machine learning techniques for flood forecasting. Journal of Hydroinformatics. 2024. Vol. 26. No. 4. Pp. 779\u2013799. DOI: 10.2166\/hydro.2024.208<\/li>\n\n\n\n
  6. Lombardo L., Mai P.M. <\/em>Presenting logistic regression-based landslide susceptibility results. Engineering Geology. 2018. Vol. 244. Pp. 14\u201324. DOI: 10.1016\/j.enggeo.2018.07.019<\/li>\n\n\n\n
  7. Rahmati O., Kornejady A., Samadi M. et al.<\/em> PMT: New analytical framework forautomated evaluation of geo-environmental modelling approaches. The Science of the Total Environment. 2019. Vol. 664. Pp. 296\u2013311. DOI: 10.1016\/j.scitotenv.2019.02.017<\/li>\n\n\n\n
  8. Kyul’ E.V., Ezaov A.K., Kankulova L.I. <\/em>Theoretical foundations of geoecological monitoring of mountain ecosystems. Ustoychivoe razvitie gornykh territoriy [Sustainable development of mountain areas]. 2019. Vol. 11. No 1. Pp. 36\u201343. DOI: 10.21177\/1998-4502-2019-11-1-36-43. (In Russian)<\/li>\n\n\n\n
  9. Lyutikova L.A.<\/em> Methods for Improving the Efficiency of Neural Network Decision-Making. Advances in Automation IV. RusAutoCon 2022. Lecture Notes in Electrical Engineering. 2023. Vol. 986. Pp. 294\u2013303. DOI: 10.1007\/978-3-031-22311-2_29<\/li>\n\n\n\n
  10. Radeev N.A.<\/em> Predicting Avalanche Hazard Using Machine Learning Methods. Vestnik NGU. Seriya: Informacionnye tekhnologii [Bulletin of NSU. Series: Information technology]. Vol. 19, No 2. Pp. 92\u2013101. DOI: 10.25205\/1818-7900-2021-19-2-92-101. (In Russian)<\/li>\n\n\n\n
  11. Zhuravlyov Yu.I. <\/em>On an algebraic approach to solving recognition or classification problems. Problemy kibernetiki [Problems of cybernetics]. 1978. Vol. 33. Pp. 5\u201368. (In Russian)<\/li>\n\n\n\n
  12. Flakh P.<\/em> Mashinnoe obuchenie: nauka i iskusstvo postroeniya algoritmov, kotorye izvlekayut znaniya iz dannykh [Machine Learning: The Art and Science of Algorithms that Make Sense of Data]. Moscow: DMK Press, 2015. (In Russian)<\/li>\n<\/ol>\n<\/details>\n\n\n\n
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    lylarisa@yandex.ru, ORCID: https:\/\/orcid.org\/0000-0002-5819-9396, SPIN-\u043a\u043e\u0434: 1679-7460<\/p>\n\n\n\n

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

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

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