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Mmm s · 2024年05月07日

没看懂什么知识点???

NO.PZ2022062760000019

问题如下:

A credit risk manager is in charge of credit risk analysis of large corporates at Bank XYZ. The manager is in possession of credit ratings provided by two rating agencies, X and Y, for 30 companies the manager oversees. The ratings are classified into four categories:


The manager plots the rating categories from the two agencies as shown below:


Which of the following statistical measures could best help the manager approximate the link between rating categories from the two agencies?

选项:

A.

Spearman correlation

B.

Pearson correlation

C.

Structured correlation matrix

D.

Covariance

解释:

中文解析:

pearson相关、相关矩阵和协方差用于衡量线性相关变量之间的相关程度。

该问题中的信用评级是有序数据,并且具有如图所示的非线性关系。因此,Spearman 相关是指示一个变量是否与另一个变量单调相关的更好度量。

Pearson correlation, correlation matrix and covariance are used to measure the degree of the relationship between linearly related variables. The credit ratings in this question are ordinal data and have a nonlinear relationship as showed in the graph. Hence, the Spearman correlation is a better measure to indicate if one variable is monotonically related to the other variable.

选项都在讲义哪里啊?

1 个答案
已采纳答案

李坏_品职助教 · 2024年05月07日

嗨,努力学习的PZer你好:


题目问你,下列哪一个选项可以最好的描述X评级和Y评级之间的联系?


信用评级都是有序的数据,都是1234这种排序。求两个排序之间的相关性,应该用Spearman 相关系数,也就是A选项是最合适的。

而B选项更适合计算普通的变量之间的线性相关性。


A和B选项在讲义的“Correlation Versus Dependence”这部分,P343-344:

C选项和本题无关,是在讲义的P350:


D选项是“Covariance & Correlation Coefficient”这部分内容,P48:


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努力的时光都是限量版,加油!

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