<?xml version="1.0" encoding="UTF-8"?>
<article
			xmlns:xlink="http://www.w3.org/1999/xlink"
			xmlns:mml="http://www.w3.org/1998/Math/MathML"
			xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
			
			xml:lang="ru">
			<front>
			<journal-meta>
				<journal-id journal-id-type="ojs">vestnik</journal-id>
				<journal-title-group>
					<journal-title xml:lang="ru">Экологический вестник научных центров Черноморского экономического сотрудничества</journal-title>
					<trans-title-group xml:lang="en">
						<trans-title>Ecological Bulletin of Research Centers of the Black Sea Economic Cooperation</trans-title>
					</trans-title-group>
				</journal-title-group>
			<issn pub-type="ppub">1729-5459</issn>
			<publisher>
				<publisher-name>Кубанский государственный университет</publisher-name>
				<publisher-loc>RU</publisher-loc>
			</publisher>
			<self-uri xlink:href="https://vestnik.kubsu.ru/" />
		</journal-meta>
		<article-meta>
			<article-id pub-id-type="publisher-id">478</article-id>
			<article-categories>
				<subj-group xml:lang="ru" subj-group-type="heading"><subject>Научная статья</subject></subj-group>
				<subj-group xml:lang="en" subj-group-type="heading"><subject>Original article</subject></subj-group>
				<subj-group xml:lang="ru"><subject>Статьи</subject></subj-group>
				<subj-group xml:lang="en"><subject>Article</subject></subj-group>
			</article-categories>
			<title-group>
				<article-title xml:lang="ru">Прогнозирование финансовых кризисов с помощью временных рядов</article-title>
				<trans-title-group xml:lang="en">
					<trans-title>Forecasting of financial crises with the help of time series</trans-title>
					</trans-title-group>
			</title-group>
			<contrib-group content-type="author">
				<contrib >
					<name-alternatives>
						<string-name specific-use="display">Кармазин В.Н.</string-name>
						<name name-style="western" specific-use="primary" xml:lang="ru">
							<surname>Кармазин</surname>
							<given-names>Владимир Николаевич</given-names>
						</name>
						<name name-style="western" xml:lang="en">
							<surname>Karmazin</surname>
							<given-names>Vladimir N.</given-names>
						</name>
					</name-alternatives>
					<xref ref-type="aff" rid="aff-1" />
					<email>karmazin@kubsu.ru</email>
					<bio xml:lang="ru"><p>канд. физ.-мат. наук, профессор кафедры прикладной математики Кубанского государственного университета</p></bio>
				</contrib>
				<contrib >
					<name-alternatives>
						<string-name specific-use="display">Кириллов К.В.</string-name>
						<name name-style="western" specific-use="primary" xml:lang="ru">
							<surname>Кириллов</surname>
							<given-names>Кирилл Валерьевич</given-names>
						</name>
						<name name-style="western" xml:lang="en">
							<surname>Kirillov</surname>
							<given-names>Kirill V.</given-names>
						</name>
					</name-alternatives>
					<xref ref-type="aff" rid="aff-1" />
					<email>k.kirillov@mail.ru</email>
					<bio xml:lang="ru"><p>аспирант кафедры прикладной математики Кубанского государственного университета</p></bio>
				</contrib>
			</contrib-group>
			<aff id="aff-1"><institution content-type="orgname" xml:lang="ru">Кубанский государственный университет, Краснодар</institution><institution content-type="orgname" xml:lang="en">Kuban State University, Krasnodar</institution></aff>
			<pub-date date-type="pub" iso-8601-date="2013-06-24" publication-format="ppub">
				<day>24</day>
				<month>06</month>
				<year>2013</year>
			</pub-date>
			<issue>2</issue>
				<fpage>39</fpage>
				<lpage>51</lpage>
			<history>
				<date date-type="received" iso-8601-date="2013-05-19">
					<day>19</day>
					<month>05</month>
					<year>2013</year>
				</date>
				<date date-type="accepted" iso-8601-date="2013-05-21">
					<day>21</day>
					<month>05</month>
					<year>2013</year>
				</date>
				<date date-type="pub" iso-8601-date="2013-06-24">
					<day>24</day>
					<month>06</month>
					<year>2013</year>
				</date>
			</history>
			<permissions>
				<copyright-statement>Copyright (c) 2013 Кармазин В.Н., Кириллов К.В.</copyright-statement>
				<copyright-year>2013</copyright-year>
				<copyright-holder>Кармазин В.Н., Кириллов К.В.</copyright-holder>
				<license xlink:href="https://creativecommons.org/licenses/by/4.0">
					<license-p>Это произведение доступно по лицензии Creative Commons «Attribution» («Атрибуция») 4.0 Всемирная.</license-p>
				</license>
			</permissions>
			<self-uri xlink:href="https://vestnik.kubsu.ru/article/view/478" />
			<abstract xml:lang="en">
				<p>The authors analyze the results of the time series models application based on the distributions with “heavy tails” for forecasting financial crises in the market. It was shown by means of the actual data of stock exchange quotations that the use of such models leads to the improved evaluation of the fund market risk during financial crises as compared to the commonly used models. The disadvantages of classic time series models are discussed in this article on the basis of the numerical results obtained.</p>
			</abstract>
			<abstract xml:lang="ru">
				<p>Анализируются результаты применения моделей временных рядов, основанных на распределениях с "тяжелыми хвостами" для прогнозирования финансовых кризисов на рынке. На реальных данных биржевых котировок в кризисные периоды показано, что использование таких моделей приводит к улучшению оценки фондового рыночного риска во время финансовых кризисов по сравнению с широко используемыми моделями. На основе полученных численных результатов обсуждаются недостатки классических моделей временных рядов.</p>
			</abstract>
			<kwd-group xml:lang="ru">
				<kwd>ARMA-GARCH модель</kwd>
				<kwd>Value-at-Risk (VaR)</kwd>
				<kwd>Average Value-at-Risk (AVaR)</kwd>
				<kwd>временные ряды</kwd>
				<kwd>распределения с </kwd>
			</kwd-group>
			<kwd-group xml:lang="en">
				<kwd>ARMA-GARCH model</kwd>
				<kwd>Value-at-Risk (VaR)</kwd>
				<kwd>Average Value-at-Risk (AVaR)</kwd>
				<kwd>time series</kwd>
				<kwd>distribution with </kwd>
			</kwd-group>
			<support-group>
				<funding-group>
					<funding-statement xml:lang="ru">Работа выполнена при поддержке стипендии Президента России.</funding-statement>
				</funding-group>
			</support-group>
			<counts><page-count count="13" /></counts>
		</article-meta>
	</front>
	<body></body>
	<back>
		<ref-list>
			<ref id="R1"><mixed-citation><italic>Busse J.</italic> Volatility timing in mutual funds: Evidence from daily returns // Review of Financial Studies. 1999. Vol. 12. No. 5. P. 1009-1041.</mixed-citation></ref>
			<ref id="R2"><mixed-citation><italic>Mandelbrot B.</italic> The Variation of Certain Speculative Prices, Cambridge: MIT Press. 1964.</mixed-citation></ref>
			<ref id="R3"><mixed-citation><italic>Engle R.</italic> Autoregressive conditional heteroscedasticity with estimates of variance of United Kingdom in?ation // Econometrica. 1982. Vol. 50. P. 987-1008.</mixed-citation></ref>
			<ref id="R4"><mixed-citation><italic>Engle R.</italic> Bollerslev T. Modelling the persistence of conditional variances // Econometric Reviews. 1986. Vol. 5. No. 1. P. 1-50.</mixed-citation></ref>
			<ref id="R5"><mixed-citation><italic>Bollerslev T.</italic> Generalized autoregressive conditional heteroskedasticity // Journal of Econometrics. 1986. Vol. 31. No. 3. P. 307-327.</mixed-citation></ref>
			<ref id="R6"><mixed-citation><italic>Kim Y.S., Rachev S.T., Bianchi M.L., Fabozzi F.J.</italic> Tempered stable and tempered infinitely divisible GARCH models // Journal of Banking and Finance. 2010. No. 34. P. 2096-2109</mixed-citation></ref>
			<ref id="R7"><mixed-citation><italic>Kim Y.S., Rachev S.T., Chung D.M., Bianchi M.L.</italic> The modified tempered stable distribution, GARCH-models and option pricing // Probability and Mathematical Statistics. Vol. 29. No 1. 2009. P. 91-117.</mixed-citation></ref>
			<ref id="R8"><mixed-citation><italic>Kim Y.S., Rachev S.T., Bianchi M.L., Mitov I, Fabozzi F.J.</italic> Time series analysis for financial market meltdowns // Journal of Banking and Finance. 2011. No. 35. P. 1879-1891.</mixed-citation></ref>
			<ref id="R9"><mixed-citation><italic>Bianchi M.L., Rachev S.T., Kim Y.S., Fabozzi F.J.</italic> Tempered infinitely divisible distributions and processes // Theory of Probability and Its Applications, Society for Industrial and Applied Mathematics. (SIAM) 55(1). 2010. P. 58-86.</mixed-citation></ref>
			<ref id="R10"><mixed-citation><italic>Булдашев С.В.</italic> Статистика для трейдеров. Москва: Компания Спутник. 2003. 244 c.</mixed-citation></ref>
		</ref-list>
	</back>
</article>