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CIE 9231 2024 Nov Paper 42 Q3

A Level / CIE / FS

CIE 9231 2024 Nov Paper 42 Paper · Question 3

题目

Problem

Rosie sows 5 seeds in each of 150 plant pots. The number of seeds that germinate is recorded for each pot. The results are summarised in the following table.

Number of seeds that germinate012345
Number of pots12404335164

Rosie suggests that the number of seeds that germinate follows the binomial distribution B(5,p)\mathrm{B}(5, p).

(a) Use Rosie’s results to show that p=0.42p = 0.42.

[1]

(b) Carry out a goodness of fit test, at the 10% significance level, to test whether the distribution B(5,0.42)\mathrm{B}(5, 0.42) is a good fit for the data.

[9]
题目中文翻译

Rosie 在 150 个花盆中每盆播种 5 粒种子。记录每盆中发芽的种子数量。结果汇总如下表。

发芽的种子数量012345
花盆数量12404335164

Rosie 认为发芽的种子数量服从二项分布 B(5,p)\mathrm{B}(5, p)。

(a) 利用 Rosie 的结果说明 p=0.42p = 0.42。

(1)

(b) 在 10% 显著性水平下进行拟合优度检验,检验分布 B(5,0.42)\mathrm{B}(5, 0.42) 是否很好地拟合这些数据。

(9)
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

展开

把每盆发芽数乘以对应盆数,得到发芽总数。再除以全部播下的种子数。

答题过程

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The total number germinating is

0(12)+1(40)+2(43)+3(35)+4(16)+5(4)=315.0(12)+1(40)+2(43)+3(35)+4(16)+5(4)=315.

There are 150(5)=750150(5)=750 seeds, so the estimated germination probability is 315/750=0.42315/750=0.42.

(b)

解法一

思路

展开

根据二项模型算期望频数,并把 44 与 55 合并。估计过一个参数,所以自由度再减 11。

答题过程

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Let H0H_0 be that the fitted Binomial⁡(5,0.42)\operatorname{Binomial}(5,0.42) model describes the germination counts, and H1H_1 that it does not. The expected frequency for jj germinations is

150(5j)(0.42)j(0.58)5−j.150\binom5j(0.42)^j(0.58)^{5-j}.

The expected count for 55 is 1.960…<51.960\ldots<5, so combine the categories 44 and 55. The pooled observed counts are 12,40,43,35,2012,40,43,35,20, and the expected counts are approximately 9.845,35.647,51.627,37.385,15.4969.845,35.647,51.627,37.385,15.496. Using unrounded values,

χ2= ∑(O−E)2E= (12−9.84535152)29.84535152+(40−35.6469624)235.6469624 +(43−51.6266352)251.6266352+(35−37.3848048)237.3848048 +(20−15.49624608)215.49624608= 3.905674743….\begin{align*} \chi^2=&\,\sum\frac{(O-E)^2}{E}\\ =&\,\frac{(12-9.84535152)^2}{9.84535152} +\frac{(40-35.6469624)^2}{35.6469624}\\ &\,\hspace{2pt}+\frac{(43-51.6266352)^2}{51.6266352} +\frac{(35-37.3848048)^2}{37.3848048}\\ &\,\hspace{4pt}+\frac{(20-15.49624608)^2}{15.49624608}\\ =&\,3.905674743\ldots. \end{align*}

There are 5−1−1=35-1-1=3 degrees of freedom, because pp was estimated from the data in (a). The upper 10%10\% critical value is 6.2516.251. As 3.90567…<6.2513.90567\ldots<6.251, we fail to reject H0H_0. There is insufficient evidence at the 10%10\% level that the fitted binomial distribution fails to describe the germination counts.