{"title":"强调相关性和波动性-一致的建模方法","authors":"Chris Becker, Wolfgang M. Schmidt","doi":"10.2139/ssrn.1944050","DOIUrl":null,"url":null,"abstract":"We propose a new approach to the definition of stress scenarios for volatilities and correlations. Correlations and volatilities depend on a common market factor, which is the key to stressing them in a consistent and intuitive way. Our approach is based on a new asset price model where correlations and volatilities depend on the current state of the market, which captures market-wide movements in equity-prices. For sample portfolios we compare correlations and volatilities in a normal market and under stress and explore consequences for value-at-risk. We compare our modeling approach with multivariate GARCH models. For all data analyzed our model proved to be superior in capturing the dynamics of volatilities and correlations.","PeriodicalId":145187,"journal":{"name":"Paris December 2011 Finance Meeting EUROFIDAI - AFFI (Archive)","volume":"62 7 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2011-05-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Stressing Correlations and Volatilities - A Consistent Modeling Approach\",\"authors\":\"Chris Becker, Wolfgang M. Schmidt\",\"doi\":\"10.2139/ssrn.1944050\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"We propose a new approach to the definition of stress scenarios for volatilities and correlations. Correlations and volatilities depend on a common market factor, which is the key to stressing them in a consistent and intuitive way. Our approach is based on a new asset price model where correlations and volatilities depend on the current state of the market, which captures market-wide movements in equity-prices. For sample portfolios we compare correlations and volatilities in a normal market and under stress and explore consequences for value-at-risk. We compare our modeling approach with multivariate GARCH models. For all data analyzed our model proved to be superior in capturing the dynamics of volatilities and correlations.\",\"PeriodicalId\":145187,\"journal\":{\"name\":\"Paris December 2011 Finance Meeting EUROFIDAI - AFFI (Archive)\",\"volume\":\"62 7 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2011-05-31\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Paris December 2011 Finance Meeting EUROFIDAI - AFFI (Archive)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.2139/ssrn.1944050\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Paris December 2011 Finance Meeting EUROFIDAI - AFFI (Archive)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.2139/ssrn.1944050","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Stressing Correlations and Volatilities - A Consistent Modeling Approach
We propose a new approach to the definition of stress scenarios for volatilities and correlations. Correlations and volatilities depend on a common market factor, which is the key to stressing them in a consistent and intuitive way. Our approach is based on a new asset price model where correlations and volatilities depend on the current state of the market, which captures market-wide movements in equity-prices. For sample portfolios we compare correlations and volatilities in a normal market and under stress and explore consequences for value-at-risk. We compare our modeling approach with multivariate GARCH models. For all data analyzed our model proved to be superior in capturing the dynamics of volatilities and correlations.