题目
The level of sound produced by a particular type of machine was measured for a random sample of 11 such machines. The results, in suitable units, are shown below.
| Machine | A | B | C | D | E | F | G | H | I | J | K |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Sound level | 7.66 | 8.48 | 8.21 | 7.98 | 8.01 | 7.77 | 8.25 | 8.11 | 8.03 | 8.16 | 7.92 |
(a) Use a Wilcoxon signed-rank test to test whether the average sound level produced by this type of machine is more than 8.00. Use a 5% significance level.
(b) Give a reason why a Wilcoxon signed-rank test may be more appropriate than a -test in this case.
题目中文翻译
对某种机器随机抽取 11 台,测量它们产生的声音水平。结果以适当单位表示如下。
| 机器 | A | B | C | D | E | F | G | H | I | J | K |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 声音水平 | 7.66 | 8.48 | 8.21 | 7.98 | 8.01 | 7.77 | 8.25 | 8.11 | 8.03 | 8.16 | 7.92 |
(a) 使用 Wilcoxon 符号秩检验,检验这种机器产生的平均声音水平是否大于 8.00。使用 5% 显著性水平。
(b) 说明在这种情况下 Wilcoxon 符号秩检验为什么可能比 检验更合适。
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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用每个声级减去 ,按绝对差排名并恢复符号。若总体位置较高,负秩和应偏小。
答题过程
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Let be the population median sound level. Test against . The differences and signed ranks in machine order are
| Machine | A | B | C | D | E | F | G | H | I | J | K |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Difference | −0.34 | 0.48 | 0.21 | −0.02 | 0.01 | −0.23 | 0.25 | 0.11 | 0.03 | 0.16 | −0.08 |
| Signed rank | −10 | 11 | 7 | −2 | 1 | −8 | 9 | 5 | 3 | 6 | −4 |
The negative rank sum is . The lower one-sided critical value for nonzero differences is . Since , we fail to reject . There is insufficient evidence at the level that the typical sound level exceeds .
(b)
解法一
思路
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样本较小,题目也没有给出声级总体正态的条件。比较两种检验对总体形状的要求。
答题过程
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A one-sample -test with this small sample requires a normally distributed population. The signed-rank test can be used when the population is symmetric without requiring it to be normal.