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風險值之衡量與驗證-以台指選擇權為例
Thesis

風險值之衡量與驗證-以台指選擇權為例

黃昶閔
Masters, 國立清華大學, 科技管理研究所
2004

Abstract

一般柏瑞圖分配 門檻值 極值理論 Generalized Pareto distribution threshold Extreme value theory
Empirical evidence rejects the assumption that the distribution is normal and suggests that the distribution of financial asset returns be heavy-tailed. We compare the performance of extreme value theory in VaR calculations with that of other well-known modeling techniques, such as variance-covariance method and historical simulation. Using GARCH(1,1), EWMA and historical volatility to estimate the volatility. In extreme value method, we choose the peaks over thresholds to derive a natural model for the point process of large losses exceeding a high threshold. Moreover, we use the generalized Pareto distribution (GPD) to describe the samples which exceeding threshold. We provide the historical simulation is the most useful VaR forecast model. But in the extreme things, EVT is better than historical simulation.

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