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银色羽毛 · 2022年10月10日

拒绝原假设就是有较强关系(significant)是吗?

NO.PZ2021062201000020

问题如下:

Jill Batten is analyzing how the returns on the stock of Stellar Energy Corp. are related with the previous month’s percentage change in the US Consumer Price Index for Energy (CPIENG). Based on 248 observations, she has computed the sample correlation between the Stellar and CPIENG variables to be −0.1452. She also wants to determine whether the sample correlation is significantly different from zero. The critical value for the test statistic at the 0.05 level of significance is approximately 1.96. Batten should conclude that the statistical relationship between Stellar and CPIENG is:

选项:

A.

significant, because the calculated test statistic is outside the bounds of the critical values for the test statistic.

B.

significant, because the calculated test statistic has a lower absolute value than the critical value for the test statistic.

C.

insignificant, because the calculated test statistic is outside the bounds of the critical values for the test statistic.

解释:

A is correct. The calculated test statistic is:


Because the value of t = −2.30177 is outside the bounds of ±1.96, we reject the null hypothesis of no correlation and conclude that there is enough evidence to indicate that the correlation is different from zero.

首先本题假设检验为:

H0:ρ=0;

Ha:ρ≠0

通过上述计算,算出的检验统计量为-2.30177,落在大于±1.96的区间外,1.那么拒绝原假设。

关于这一题,我知识点有点乱,拒绝原假设H0:p=0,我记得根据以前correlation efficientcy的知识点p=0应该是线性关系较强,然后拒绝原假设就应该是没有显著线性关系,然后就选到C,然而答案是相反的。。。。拒绝原假设就是代表着significant?我现在有点头脑混乱,麻烦老师给我理一下思路

1 个答案

星星_品职助教 · 2022年10月10日

同学你好,

原假设为H0:p=0,也就是没有相关关系。线性相关关系的强弱要看ρ的绝对值,绝对值为1时最强,绝对值为0是没有线性相关关系。

所以拒绝原假设就相当于ρ≠0,也就是有相关关系。此时的英文描述为ρ is significantly different from 0,简称significant。

从考试的角度出发,可以直接认为 拒绝原假设=significant。

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NO.PZ2021062201000020 问题如下 Jill Batten is analyzing how the returns on the stoof StellEnergy Corp. are relatewith the previous month’s percentage change in the US Consumer PriInx for Energy (CPIENG). Baseon 248 observations, she hcomputethe sample correlation between the StellanCPIENG variables to −0.1452. She also wants to termine whether the sample correlation is significantly fferent from zero. The criticvalue for the test statistic the 0.05 level of significanis approximately 1.96. Batten shoulconclu ththe statisticrelationship between StellanCPIENG is: A.significant, because the calculatetest statistic is outsi the boun of the criticvalues for the test statisti B.significant, because the calculatetest statistic ha lower absolute value ththe criticvalue for the test statisti C.insignificant, because the calculatetest statistic is outsi the boun of the criticvalues for the test statisti A is correct. The calculatetest statistic is:Because the value of t = −2.30177 is outsi the boun of ±1.96, we rejethe null hypothesis of no correlation anconclu ththere is enough evinto incate ththe correlation is fferent from zero.首先本题假设检验为H0ρ=0; Haρ≠0通过上述计算,算出的检验统计量为-2.30177,落在大于±1.96的区间外,1.那么拒绝原假设。 如题

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