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https://doi.org/10.2139/ssrn.8...
Article . 2005 . Peer-reviewed
Data sources: Crossref
Journal of the American Statistical Association
Article . 2008 . Peer-reviewed
Data sources: Crossref
EconStor
Research . 2005
Data sources: EconStor
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Nonparametric Risk Management with Generalized Hyperbolic Distributions

Authors: Wolfgang Karl Härdle; Ying Chen; Seok-Oh Jeong;

Nonparametric Risk Management with Generalized Hyperbolic Distributions

Abstract

In this paper we propose the GHADA risk management model that is based on the generalized hyperbolic (GH) distribution and on a nonparametric adaptive methodology. Compared to the normal distribution, the GH distribution possesses semi-heavy tails and represents the financial risk factors more appropriately. The nonparametric adaptive methodology has the desirable property of estimating homogeneous volatility in a short time interval. For DEM/USD exchange rate data and a German bank portfolio data the proposed GHADA model provides more accurate value at risk calculation than the traditional model based on the normal distribution. All calculations and simulations are done with XploRe.

Countries
Singapore, Germany, Germany
Keywords

330, adaptive volatility estimation -- generalized hyperbolic distribution -- value at risk -- risk management, adaptive volatility estimation, risk management, Value at risk, value at risk, 510, Adaptive volatility estimation, adaptive volatility estimation, generalized hyperbolic distribution, value at risk, risk management, 62G08, 62G07, 62G05, generalized hyperbolic distribution, ddc:510, Generalized hyperbolic distribution, ddc:330, 330 Wirtschaft, article, Risk management, 62H12, risk management., jel: jel:C16, jel: jel:C14, jel: jel:G15

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
views
OpenAIRE UsageCountsViews provided by UsageCounts
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38
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69
65
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