{"id":10095,"date":"2021-01-30T10:42:33","date_gmt":"2021-01-30T08:42:33","guid":{"rendered":"http:\/\/journals.khnu.km.ua\/vestnik\/?p=10095"},"modified":"2021-12-19T15:31:21","modified_gmt":"2021-12-19T13:31:21","slug":"zastosuvannya-shtuchnogo-intelektu-dlya-prognozuvannya-determinant-svitovyh-kiberturniriv","status":"publish","type":"post","link":"https:\/\/journals.khnu.km.ua\/vestnik\/?p=10095","title":{"rendered":"\u0417\u0430\u0441\u0442\u043e\u0441\u0443\u0432\u0430\u043d\u043d\u044f \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443 \u0434\u043b\u044f \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0443\u0432\u0430\u043d\u043d\u044f \u0434\u0435\u0442\u0435\u0440\u043c\u0456\u043d\u0430\u043d\u0442 \u0441\u0432\u0456\u0442\u043e\u0432\u0438\u0445 \u043a\u0456\u0431\u0435\u0440\u0442\u0443\u0440\u043d\u0456\u0440\u0456\u0432"},"content":{"rendered":"<p><!--more--><\/p>\n<p class=\"NazvaStatti\" style=\"text-align: center;\">\u0417\u0410\u0421\u0422\u041e\u0421\u0423\u0412\u0410\u041d\u041d\u042f \u0428\u0422\u0423\u0427\u041d\u041e\u0413\u041e \u0406\u041d\u0422\u0415\u041b\u0415\u041a\u0422\u0423 \u0414\u041b\u042f \u041f\u0420\u041e\u0413\u041d\u041e\u0417\u0423\u0412\u0410\u041d\u041d\u042f \u0414\u0415\u0422\u0415\u0420\u041c\u0406\u041d\u0410\u041d\u0422 \u0421\u0412\u0406\u0422\u041e\u0412\u0418\u0425 \u041a\u0406\u0411\u0415\u0420\u0422\u0423\u0420\u041d\u0406\u0420\u0406\u0412<\/p>\n<p class=\"NazvaStattius\" style=\"text-align: center;\"><span lang=\"EN-GB\">APPLICATION OF ARTIFICIAL INTELLIGENCE TO PREDICT THE DETERMINANTS OF WORLD CYBER TOURNAMENTS<\/span><\/p>\n<p><strong><a href=\"http:\/\/journals.khnu.km.ua\/vestnik\/wp-content\/uploads\/2021\/12\/245-254.pdf\"> <img loading=\"lazy\" class=\"size-full wp-image-69 alignnone\" src=\"http:\/\/journals.khnu.km.ua\/vestnik\/wp-content\/uploads\/2021\/01\/pdf.png\" alt=\"\" width=\"76\" height=\"32\" \/><\/a> \u0421\u0442\u043e\u0440\u0456\u043d\u043a\u0438: 245-254. \u041d\u043e\u043c\u0435\u0440: \u21161, 2021 (293)<\/strong><\/p>\n<p><strong>\u0410\u0432\u0442\u043e\u0440\u0438:<\/strong><\/p>\n<p>\u0412. \u0412. \u041a\u043e\u0439\u0431\u0456\u0447\u0443\u043a, \u041e. \u0421. \u041a\u0423\u0428\u041d\u0415\u0420\u042c\u041e\u0412, \u0421. \u0412. \u041c\u0418\u041d\u0415\u041d\u041a\u041e, \u041a. \u0410. \u0413\u0420\u0415\u041a<br \/>\n\u0421\u0443\u043c\u0441\u044c\u043a\u0438\u0439 \u0434\u0435\u0440\u0436\u0430\u0432\u043d\u0438\u0439 \u0443\u043d\u0456\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442<\/p>\n<p>V.V. KOIBICHUK, O. S. KUSHNEROV, S. V. MYNENKO, K. A. HREK<br \/>\nSumy State University<\/p>\n<p><strong>DOI:<\/strong>\u00a0<a href=\"https:\/\/www.doi.org\/10.31891\/2307-5732-2021-293-1-245-254\">https:\/\/www.doi.org\/10.31891\/2307-5732-2021-293-1-245-254<\/a><br \/>\n<strong>\u0420\u0435\u0446\u0435\u043d\u0437\u0456\u044f\/Peer review :<\/strong> 02.02.2021 \u0440.<br \/>\n<strong>\u041d\u0430\u0434\u0440\u0443\u043a\u043e\u0432\u0430\u043d\u0430\/Printed :<\/strong>\u00a010.03.2021 \u0440.<\/p>\n<p style=\"text-align: center;\"><strong>\u0410\u043d\u043e\u0442\u0430\u0446\u0456\u044f \u043c\u043e\u0432\u043e\u044e \u043e\u0440\u0438\u0433\u0456\u043d\u0430\u043b\u0443<\/strong><\/p>\n<p>\u0421\u0442\u0440\u0456\u043c\u043a\u0438\u0439 \u0440\u043e\u0437\u0432\u0438\u0442\u043e\u043a \u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0456\u0439\u043d\u0438\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0456\u0439 \u0442\u0430 \u0457\u0445 \u0432\u043f\u0440\u043e\u0432\u0430\u0434\u0436\u0435\u043d\u043d\u044f \u0443 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\u0441\u043b\u043e\u0432\u0430:<\/strong> \u043a\u0456\u0431\u0435\u0440\u0441\u043f\u043e\u0440\u0442, \u043a\u0456\u0431\u0435\u0440\u0441\u043f\u043e\u0440\u0442\u0438\u0432\u043d\u0438\u0439 \u0442\u0443\u0440\u043d\u0456\u0440, \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u0430 \u043c\u0435\u0440\u0435\u0436\u0430, \u043f\u0440\u043e\u0433\u043d\u043e\u0437<\/p>\n<p style=\"text-align: center;\"><strong>\u0420\u043e\u0437\u0448\u0438\u0440\u0435\u043d\u0430 \u0430\u043d\u043e\u0442\u0430\u0446\u0456\u044f \u0430\u043d\u0433\u043b\u0456\u0439\u0441\u044c\u043a\u043e\u044e \u043c\u043e\u0432\u043e\u044e<\/strong><\/p>\n<p>The rapid development of information technology and its introduction into people&#8217;s daily lives has led to the popularization of e-sports tournaments as a sport. The attention of not only players, but also sponsors, investors and researchers, makes us take this young sport more seriously. Thus, the question arises of a more detailed analysis and forecast of performance indicators for the future development of this area. The main purpose of the study is to build a predictive neural network model for predicting the determinants of world cyber tournaments. The methodological tools of the study were artificial neural network model (multilayer perceptron MLP-architecture using BFGS algorithm, radial basis function of RBF-architecture using). 9 determinants of world cyber tournaments were chosen as the object of research. Construction of the forecast model in the article is carried out in the following logical sequence: the regression dependence of each of the determinants on the time factor is determined and the forecast value is determined, training of neural networks according to the formed sample of indicators. The calculations showed that by 2025 most of these determinants will increase compared to the current period. The results of the study may be useful for future investors, e-sports federations, as well as scientists engaged in research in this area.<\/p>\n<p><strong>Keywords:<\/strong> e-sports, e-sports tournament, neural network, forecast<\/p>\n<p style=\"text-align: center;\"><strong>References<\/strong><\/p>\n<ol>\n<li>Shcho take kibersport ta yak tsia kultura rozvynena v Ukraini. [Elektronnyi resurs]: [veb-sait]. \u2013 Rezhym dostupu: https:\/\/www.radiosvoboda.org\/a\/29189982.html \u2013 (Data zvernennia 16.10.2021).<\/li>\n<li>Semenova, M., Lange, A., Koposov, D., Somov, A., &amp; Burnaev, E. (2020). Personality traits and coping strategies of eSports players. 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Y., &amp; Freeman, G. (2020). Live streaming, playing, and money spending behaviors in eSports. Games and Culture, 15(1), 73-88. doi:10.1177\/1555412019859184<\/li>\n<li>Ward, M. R., &amp; Harmon, A. D. (2019). ESport superstars. Journal of Sports Economics, 20(8), 987-1013. doi:10.1177\/1527002519859417<\/li>\n<li>Chung, T., Sum, S., Chan, M., Lai, E., &amp; Cheng, N. (2019). Will esports result in a higher prevalence of problematic gaming? A review of the global situation. Journal of Behavioral Addictions, 8(3), 384-394. doi:10.1556\/2006.8.2019.46<\/li>\n<li>Lipovaya, V., Costa, P., Grillo, P., Volosiuk, A., &amp; Sopina, A. (2019). eSports: Opportunities for future ergonomic studies doi:10.1007\/978-3-319-96071-5_203<\/li>\n<li>Anderson, C. G., Tsaasan, A. M., Reitman, J., Lee, J. S., Wu, M., Steel, H., Turner, T., Steinkuehler, C. (2018). Understanding esports as a STEM career ready curriculum in the wild. 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Network analysis of players transfers in eSports: The case of dota 2 doi:10.1007\/978-3-030-02843-5_38<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":4,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"_links":{"self":[{"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/posts\/10095"}],"collection":[{"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10095"}],"version-history":[{"count":4,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/posts\/10095\/revisions"}],"predecessor-version":[{"id":10100,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/posts\/10095\/revisions\/10100"}],"wp:attachment":[{"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10095"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10095"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10095"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}