Crisis risk prediction with concavity from Polymodel

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2021-01-01 DOI:10.3934/jdg.2021027
Yao Kuang, R. Douady
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引用次数: 1

Abstract

Financial crises are an important research topic because of their impact on the economy, businesses, and populations. However, prior research tends to generate reactive systemic risk measures, in the sense that the measure surges after the crisis starts. Few of them succeed in warning of financial crises in advance. In this paper, we first sketch a toy model that produces normal mixture distributions based on a dynamic regime switching model. We derive that the relative concavity among various indices tends to increase before a crisis. Using Polymodel theory, we introduce a measure of concavity as a crisis risk indicator, and test it against known crises observed in the past. We validate this indicator by a trading strategy holding long or short positions on the S & P 500 Index, depending on the indicator value.
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基于多模型的危机风险预测
金融危机是一个重要的研究课题,因为它们对经济,企业和人口的影响。然而,先前的研究倾向于产生反应性的系统性风险措施,在危机开始后,这些措施会激增。他们中很少有人能提前对金融危机发出警告。在本文中,我们首先建立了一个基于动态状态切换模型产生正态混合分布的玩具模型。我们推导出危机前各指标之间的相对凹度有增大的趋势。运用多模型理论,引入了一种度量凹度的危机风险指标,并对过去观察到的已知危机进行了检验。我们通过根据指标值持有标准普尔500指数的多头或空头头寸的交易策略来验证该指标。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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