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jay1180 · 2022年09月28日

这道题说用非参数,是默认了小样本么,所以是非正态小样本不能用参数检验,这么理解对么

NO.PZ2017092702000147

问题如下:

An analyst is examining the monthly returns for two funds over one year. Both funds’ returns are non-normally distributed. To test whether the mean return of one fund is greater than the mean return of the other fund, the analyst can use:

选项:

A.

a parametric test only.

B.

a nonparametric test only.

C.

both parametric and nonparametric tests.

解释:

B is correct.

There are only 12 (monthly) observations over the one year of the sample and thus the samples are small. Additionally, the funds’ returns are non-normally distributed. Therefore, the samples do not meet the distributional assumptions for a parametric test. The Mann–Whitney U test (a nonparametric test) could be used to test the differences between population means

这道题检验的是两个均值之间的关系。如果对应的两个总体都是正态分布的话,那么我们需要使用t检验,也就是参数检验(对于t检验而言,参数就是自由度df)。

但这道题为非正态总体“Both funds’ returns are non-normally distributed”,所以t检验就不能用了。这个时候只能使用非参数检验。

如题,谢谢

1 个答案

星星_品职助教 · 2022年09月28日

同学你好,

题干已经给出了小样本的条件。

根据题干中的“An analyst is examining the monthly returns for two funds over one year”,可以得出样本数据只有12个。

也就是非正态总体+小样本无法(参数)检验


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NO.PZ2017092702000147 问题如下 analyst is examining the monthly returns for two fun over one year. Both fun’ returns are non-normally stribute To test whether the mereturn of one funis greater ththe mereturn of the other fun the analyst cuse: A.a parametric test only. B.a nonparametric test only. C.both parametric annonparametric tests. B is correct. There are only 12 (monthly) observations over the one yeof the sample anthus the samples are small. Aitionally, the fun’ returns are non-normally stribute Therefore, the samples not meet the stributionassumptions for a parametric test. The Mann–Whitney U test (a nonparametric test) couluseto test the fferences between population means这道题检验的是两个均值之间的关系。如果对应的两个总体都是正态分布的话,那么我们需要使用t检验,也就是参数检验(对于t检验而言,参数就是自由度)。但这道题为非正态总体“Both fun’ returns are non-normally stribute,所以t检验就不能用了。这个时候只能使用非参数检验。 非正态分布,样本足够大不是也可以用Z检验吗?

2024-04-30 19:59 1 · 回答

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2022-09-28 11:53 1 · 回答

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2021-05-05 21:43 1 · 回答

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2020-04-10 15:05 1 · 回答