Question

In: Statistics and Probability

Osteoporosis is a condition where bones become weak. It affects more than 200 million people worldwide....

Osteoporosis is a condition where bones become weak. It affects more than 200 million people worldwide. Exercise is one way to produce strong bones and to prevent osteoporosis. Since we use our dominant arm (the right arm for most people) more than our nondominant arm, we expect the bone in our dominant arm to be stronger than the bone in our nondominant arm. By comparing the strengths, we can get an idea of the effect that exercise can have on bone strength. Here are some data on the strength of bones, measured in cm4/1000cm4/1000, for the arms of 15 young men:

ID Nondominant Dominant
1 15.7 16.3
2 25 26.8
3 17.9 18.8
4 19 22
5 12.1 14.7
6 20.1 20
7 12.1 13.2
8 14.6 17.4
9 15.8 20
10 13.8 18.7
11 17.6 18.6
12 15.3 15.1
13 14.5 16.2
14 13.9 15
15 12.4 12.9

A young male who is not a baseball player has a bone strength of 16.0cm4/100016.0cm4/1000 in his nondominant arm. Predict the bone strength in the dominant arm for this person.

(Use decimal notation. Give your answer to three decimal places.)

Predicted bone strength is _____ cm^4/1000.

Solutions

Expert Solution

We will fit the linear regression model to the given data:

The independent variable is X, and the dependent variable is Y. In order to compute the regression coefficients, the following table needs to be used:

X Y X*Y X2 Y2
15.7 16.3 255.91 246.49 265.69
25 26.8 670 625 718.24
17.9 18.8 336.52 320.41 353.44
19 22 418 361 484
12.1 14.7 177.87 146.41 216.09
20.1 20 402 404.01 400
12.1 13.2 159.72 146.41 174.24
14.6 17.4 254.04 213.16 302.76
15.8 20 316 249.64 400
13.8 18.7 258.06 190.44 349.69
17.6 18.6 327.36 309.76 345.96
15.3 15.1 231.03 234.09 228.01
14.5 16.2 234.9 210.25 262.44
13.9 15 208.5 193.21 225
12.4 12.9 159.96 153.76 166.41
Sum = 239.8 265.7 4409.87 4004.04 4891.97

herefore, we find that the regression equation is:

When X=16 then

cm4/1000

Let me know in the comments if anything is not clear. I will reply ASAP! Please do upvote if satisfied!


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