题目
A company has two machines, A and B, which independently fill small bottles with a liquid. The volumes of liquid per bottle, in suitable units, filled by machines A and B are denoted by and respectively. A scientist at the company takes a random sample of 40 bottles filled by machine A and a random sample of 50 bottles filled by machine B. The results are summarised as follows.
The population means of the volumes of liquid in the bottles filled by machines A and B are denoted by and .
(a) Test at the 2% significance level whether there is any difference between and .
(b) Find the set of values of for which there would be evidence at the significance level that is greater than 0.25.
题目中文翻译
一家公司有两台机器 A 和 B,它们独立地向小瓶中灌装液体。机器 A 和 B 灌装的每瓶液体体积(以适当单位计)分别记为 和 。公司的一名科学家随机抽取 40 个由机器 A 灌装的小瓶,以及 50 个由机器 B 灌装的小瓶。结果汇总如下。
机器 A 和 B 灌装的小瓶中液体体积的总体均值分别记为 和 。
(a) 在 2% 显著性水平下,检验 和 之间是否存在差异。
(b) 求 的取值集合,使得在 显著性水平下,有证据表明 大于 0.25。
原卷通用作答要求
Answer all questions. You should use a calculator where appropriate.
You must show all necessary working clearly; no marks will be given for unsupported answers from a calculator.
Give non-exact numerical answers correct to 3 significant figures, or 1 decimal place for angles in degrees, unless a different level of accuracy is specified in the question.
请回答所有题目。适当时应使用计算器。必须清楚展示所有必要的计算过程;仅给出计算器答案而没有过程,不予评分。除非题目另有精度要求,非精确数值答案保留 3 位有效数字,以度为单位的角度保留 1 位小数。
解答
(a)
解法一
思路
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用两个大样本分别估计总体方差,再用均值差的正态近似。检验是否存在差异要取双侧。
答题过程
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Test against . The sample means are and . The unbiased variance estimates are
The estimated variance of the difference of sample means is
The estimated standard error is , giving . The two-sided critical values are . Since , we reject . There is sufficient evidence at the level that the machines have different population mean filling volumes.
(b)
解法一
思路
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零假设的差值改为 ,备择方向为较大。用 (a) 的标准误求单尾 值,再换成百分数。
答题过程
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For against , the statistic is
The upper-tail probability is . Using rejection when the -value is no greater than the significance level, the required values satisfy , whose boundary is about .