Extreme Values, Quantile Estimation, and Value at Risk
Ruey S. Tsay
Abstract
Ruey S. Tsay
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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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