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The calculation of capital requirement using Extreme Value Theory

机译:用极值理论计算资本需求

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The Basel Committee has suggested some formulas for calculating capital requirement using the Advanced Internal Ratings-Based Approach. However, these formulas were derived under the assumption of a normal distribution. Thus, the capital requirement estimated by the Basel formula may be incorrect when the asset distributions are not normal. Using an analysis of qualifying revolving retail exposures as an example, this paper introduces a formula based on the Extreme Value Theory to calculate the capital requirement. This formula is more general and accurate than its predecessors, because it can be used with any type of distribution. Numerical examples are provided to demonstrate that the capital requirement estimated by the Basel formula is less than by our formula when the asset distribution has a heavy tail, and more than by our formula when the distribution has a short tail. Our formula is also more sensitive to risk than competing models in the context of the recent financial crisis.
机译:巴塞尔委员会提出了一些使用基于高级内部评级的方法来计算资本需求的公式。但是,这些公式是在正态分布的假设下得出的。因此,当资产分配不正常时,由巴塞尔公式估算的资本要求可能不正确。本文以合格的循环零售风险敞口分析为例,介绍了一种基于极值理论的公式来计算资本需求。该公式比其前身更通用,更准确,因为它可用于任何类型的分布。数值例子表明,当资产分配的尾巴很重时,巴塞尔公式估算的资本需求要比我们的公式少,而当资本分配的尾巴很短时,资本要求要大于我们的公式。在最近的金融危机中,我们的公式比竞争模型对风险更敏感。

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