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爱晒太阳的猫 · 2021年04月09日

选项4的trade off改如何理解?谢谢

NO.PZ2018122701000032

问题如下:

Below are statements about verifying the accuracy of a VAR model by its failure rate. The least appropriate statements should be:

I. The frequency of exceptions in the model is related to its confidence level.

II. If the log-likelihood ratio is large than 3.84, we should reject the hypothesis that the model is correct (Kupiec, 1995).

III. A small confidence level VAR model is difficult to backtest, as the small number of exceptions barely provide useful information.

IV. There is a tradeoff between the probability of rejecting an accurate model and the probability of accepting an inaccurate model, when considering the number of exceptions

选项:

A.

I and IV

B.

II only

C.

III only

D.

II and IV

解释:

C is correct.

考点 Backtesting VaR

解析 回测high confidence level的VaR模型比较困难,III说反了。

选项4的trade off改如何理解?

1 个答案
已采纳答案

品职答疑小助手雍 · 2021年04月09日

嗨,努力学习的PZer你好:


这个其实跟统计里的第一类错误第二类错误两者此消彼长是一样的,MR的backtesting var里去真和存伪两种错误此消彼长,增加或者减少confidence level造成的就是这个结果,所以在这之间需要trade off。

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