据信,随机选择的孕妇生育唐氏综合征患儿的概率 与孕妇的年龄 (以岁为单位)相关。下表给出了 5 个不同的 值所对应的 的观测值。
25 30 35 40 45 0.00067 0.00125 0.00333 0.01000 0.03330
| 25 | 30 | 35 | 40 | 45 | |
|---|---|---|---|---|---|
| 0.00067 | 0.00125 | 0.00333 | 0.01000 | 0.03330 |
- (i)
绘制表示该数据的散点图,并评述 是否是这组数据的一个良好模型。
- (ii)
通过求出以下每个模型的积矩相关系数,确定以下哪一个模型适合用来表示上述数据:
A: ,
B: ,
C: ,
其中 和 是常数。
- (iii)
对于合适的模型,计算 和 的值。
- (iv)
估计一名 19 岁女性生育唐氏综合征患儿的概率。评述你所得答案的可靠性。
它不会直接告诉你答案,而是问你卡在哪一步看看 AI 是怎么陪你一步步弄懂这道题的
完整解法
9(i)
1. Sketch the scatter diagram for the given data
[Sketch of a scatter diagram plotting the given points with on the horizontal axis and on the vertical axis. The points (25, 0.00067), (30, 0.00125), (35, 0.00333), (40, 0.01000) and (45, 0.03330) are plotted, clearly showing an upward-bending curve.]
2. Comment on the appropriateness of the linear model
Since the points on the scatter diagram exhibit a non-linear trend and follow a curve rather than a straight line, the linear model is not a good model for this set of data.
[Sketch of a scatter diagram with points curving upwards]
No, is not a good model as the points lie on a curve, not a straight line.
9(ii)
1. Calculate the product-moment correlation coefficient for Model A
For Model A (), the linear relationship is between and .
By entering the data pairs into a graphing calculator, we obtain the product-moment correlation coefficient:
2. Calculate the product-moment correlation coefficient for Model B
For Model B (), the linear relationship is between and .
Entering the data pairs into the graphing calculator gives:
3. Calculate the product-moment correlation coefficient for Model C
For Model C (), the relationship is directly linear between and .
Entering the data pairs into the graphing calculator yields:
4. Determine the most appropriate model based on the correlation coefficients
To determine the best fit, we compare the absolute values of the correlation coefficients ().
Model C has a correlation coefficient magnitude closest to (), which indicates the strongest linear correlation among the three models.
Thus, Model C is the most appropriate model.
- Model A:
- Model B:
- Model C:
Model C is the most appropriate model.
9(iii)
1. Identify the appropriate model to use based on the expected results from part (ii).
From part (ii), Model C () yields a product-moment correlation coefficient closest to (), making it the most appropriate model for the data.
2. Use a graphing calculator to compute the linear regression coefficients for the chosen model.
By entering the values of and into a graphing calculator and performing a linear regression of on :
(to 3 s.f.)
(to 3 s.f.)
,
9(iv)
1. Substitute $x = 19$ into the regression model for C to find the estimated probability.
From part (iii), the constants for Model C () are and .
Substituting ,
2. Comment on the reliability of the estimate.
The estimate is unreliable because is outside the range of given data values (), meaning this is an extrapolation.
The estimate is unreliable as lies outside the given data range (extrapolation).
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