2002Wiley series in probability and statisticsRequires access

Extreme Values, Quantile Estimation, and Value at Risk

Ruey S. Tsay

Open publisher page 6 citations

Abstract

Chapter Seven discusses Value at Risk and various methods for calculating VaR. The methods discussed include RiskMetrics, GARCH modeling, quantile estimation, and extreme value theory. In particular, both unconditional and conditional extreme value theories are discussed and used to calculate VaR. Model checking procedures are introduced for extreme value analysis.

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What this paper is about

Chapter Seven discusses Value at Risk and various methods for calculating VaR. The methods discussed include RiskMetrics, GARCH modeling, quantile estimation, and extreme value theory. In particular, both unconditional and conditional extreme value theories are discussed and used to calculate VaR. Model checking procedures are introduced for extreme value analysis.

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OpenAlex reports 6 citations for this work. Citation counts describe recorded attention and do not establish research quality.

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Available abstract

Chapter Seven discusses Value at Risk and various methods for calculating VaR. The methods discussed include RiskMetrics, GARCH modeling, quantile estimation, and extreme value theory. In particular, both unconditional and conditional extreme value theories are discussed and used to calculate VaR. Model checking procedures are introduced for extreme value analysis.

Key concepts: Extreme value theory, Value at risk, Quantile, Econometrics, Autoregressive conditional heteroskedasticity, Estimation, Value (mathematics), Statistics

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