NO.PZ2018122701000030
问题如下:
Let X be a random variable representing the daily loss of your portfolio. The "peaks over threshold" (POT) approach considers a threshold value, u, of X and the distribution of excess losses over this threshold. Which of the following statements about this application of extreme value theory is correct?
选项:
A. To apply the POT approach, the distribution
of X must be elliptical and known.
B. If X is normally distributed, the
distribution of excess losses requires the estimation of only one parameter, β,
which is a positive scale parameter.
C. To apply the POT approach, one must choose a
threshold, u, which is high enough that the number of observations in excess of
u is zero.
D. As the threshold, u, increases, the
distribution of excess losses over u converges to a generalized Pareto
distribution.
解释:
D is correct.
考点: Extreme Value
解析: The distribution of excess losses over u converges to a generalized Pareto distribution as the threshold value u increases.
The distribution of X itself can be any of the commonly used distribution: normal, lognormal, t, etc., and will usually be known. The distribution of excess losses requires the estimation of two parameters, a positive scale parameter β and a shape or tail index parameter ξ. One must choose a threshold u that is high enough so that the theory applies but also low enough so that there are observations in excess of u.
不太理解B的意思。 应该有两个参数 一个是tail factor 一个是positive sclae