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中二 · 2020年02月10日

问一道题:NO.PZ2016070201000010 [ FRM II ]

问题如下:

All of the following items are generally considered advantages of non-parametric estimation methods except:

选项:

A.

ability to accommodate skewed data.

B.

availability of data.

C.

use of historical data.

D.

little or no reliance on covariance matrices

解释:

The use of historical data in non-parametric analysis is a disadvantage, not an advantage. If the estimation period was quiet (volatile) then the estimated risk measures may understate (overstate) the current risk level. Generally, the largest VaR cannot exceed the largest loss in the historical period. On the other hand, the remaining choices are all considered advantages of non-parametric methods. For instance, the non-parametric nature of the analysis can accommodate skewed data, data points are readily available, and there is no requirement for estimates or covariance matrices.

选项D应该怎么理解啊?

1 个答案

品职答疑小助手雍 · 2020年02月11日

同学你好,D选项的 covariance matrices说的就是回归里求相关性然后找线性关系的内容,因为很多关系其实都不是线性的,还有奇奇怪怪的分布的,所以历史数据法不依赖这个covariance matrices是优点。

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