对一组处于糖尿病前期的老年人进行了一项研究,以调查每周运动的小时数()是否对他们的空腹血糖水平(,单位:mg/dL)有影响。结果如下。
1.5 1.8 2.1 2.4 2.5 3.1 3.5 4.2 119 108 100 95 93 88 86 85
| 1.5 | 1.8 | 2.1 | 2.4 | 2.5 | 3.1 | 3.5 | 4.2 | |
|---|---|---|---|---|---|---|---|---|
| 119 | 108 | 100 | 95 | 93 | 88 | 86 | 85 |
- (a)
绘制这些数值的散点图,并标注坐标轴。
- (b)
参考散点图和题目背景,评论线性模型是否合适。
- (c)
通过考虑下列图形的形状,解释哪种模型最适合所收集的数据,其中 和 为正常数。
限制条件
- (d)
使用上面选定的合适模型,求积矩相关系数的值。
- (e)
使用上面选定的合适模型,求 对 的回归线方程,并由此估算空腹血糖为 99 mg/dL 所需的运动时间。评论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
8(a)
1. Draw and label the axes with appropriate scales.
Draw the horizontal axis labelled (hours per week) with a scale covering to .
Draw the vertical axis labelled (mg/dL) with a scale covering at least to .
2. Plot the given data points accurately on the scatter diagram.
Plot the coordinates exactly as given in the table:
(A scatter diagram with the horizontal axis labelled and vertical axis labelled , containing the 8 plotted points)
8(b)
1. Comment on the appropriateness using the scatter diagram.
From the scatter diagram, the plotted points do not lie close to a straight line. Instead, they follow a curve where the rate of decrease of slows down as increases.
2. Comment on the appropriateness using the context of the question.
In the context of the question, if a linear model with a negative gradient were used, the fasting blood sugar level would continue to decrease at a constant rate and eventually become negative for large values of exercise hours . Since blood sugar levels cannot be negative and must taper off to a safe, positive baseline, a linear model is not appropriate.
A linear model is not appropriate because the points on the scatter diagram follow a non-linear curve, and in context, a linear model would eventually predict impossible negative blood sugar levels for large hours of exercise.
8(c)
1. Observe the trend in the provided data.
From the data points provided in the table, as increases, decreases.
2. Evaluate the shapes of the proposed models given that $a$ and $b$ are positive.
For and :
- Model A () represents a positive quadratic curve, meaning increases as increases.
- Model C () represents a logarithmic curve, meaning also increases as increases.
- Model B () represents a hyperbola where decreases as increases.
3. Conclude the most appropriate model based on the matching trend.
Since the scatter diagram (and data) shows a decreasing trend, Model B is the most appropriate as it is the only model that yields a decreasing graph.
Model B
8(d)
1. Identify the transformed variables from the appropriate model deduced in part (c).
From the data, decreases as increases. Since , the only appropriate model from part (c) that results in a decreasing relationship is , because decreases as increases.
The linear relationship is between and .
2. Compute the product moment correlation coefficient using a graphing calculator.
Using a graphing calculator, input the data pairs :
8(e)
1. Find the equation of the regression line based on the chosen model.
From part (c), Model B () is the most appropriate as the blood sugar decreases at a decreasing rate for increasing positive values of , and .
Using a graphing calculator with and :
The regression equation is (to 3 s.f.).
2. Estimate the exercise time for a blood sugar level of $99$ mg/dL.
Substitute into the regression equation:
The estimated exercise time is hours (to 3 s.f.).
3. Comment on the reliability of the estimate.
The estimate is reliable because lies well within the collected data range for fasting blood sugar levels (), which means the prediction involves interpolation.
Equation:
Estimate: hours
Reliability: The estimate is reliable as falls within the data range (interpolation).
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