Question

In: Statistics and Probability

Colas per week Bone Mineral Density (grams per cubic centimeter) 0 0.907 0 0.896 1 0.881...

Colas per week Bone Mineral Density (grams per cubic centimeter)

0 0.907

0 0.896

1 0.881

1 0.870

2 0.853

2 0.835

2 0.836

3 0.816

4 0.789

5 0.767

5 0.762

6 0.733

7 0.704

7 0.714

7 0.710

The​ least-squares regression line treating cola consumption per week as the explanatory variable...

A) Y with caret = ___x + (___)

B) Interpert the slope ___

C) Interpret the​ y-intercept?

D) Predict the bone mineral density of the femoral neck of a woman who consumes two colas per week.

E) The researchers found a woman who consumed two colas per week to have a bone mineral density of ___g/cm3. this​ woman's bone density above or below average among all women who consume two colas per​ week?

Solutions

Expert Solution

The data provided is shown below:

Colas per week Bone Mineral Density (grams per cubic centimeter)
0 0.907
0 0.896
1 0.881
1 0.87
2 0.853
2 0.835
2 0.836
3 0.816
4 0.789
5 0.767
5 0.762
6 0.733
7 0.704
7 0.714
7 0.71

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
0 0.907 0 0 0.822649
0 0.896 0 0 0.802816
1 0.881 0.881 1 0.776161
1 0.87 0.87 1 0.7569
2 0.853 1.706 4 0.727609
2 0.835 1.67 4 0.697225
2 0.836 1.672 4 0.698896
3 0.816 2.448 9 0.665856
4 0.789 3.156 16 0.622521
5 0.767 3.835 25 0.588289
5 0.762 3.81 25 0.580644
6 0.733 4.398 36 0.537289
7 0.704 4.928 49 0.495616
7 0.714 4.998 49 0.509796
7 0.71 4.97 49 0.5041
Sum = 52 12.073 39.342 272 9.786367

Based on the above table, the following is calculated:

Therefore, based on the above calculations, the regression coefficients (the slope m, and the y-intercept n) are obtained as follows:

Therefore, we find that the regression equation is:

Y = 0.8998 - 0.0274 X

B. The slope of -0.0274 is interpreted as follows. As the value of the X variable increases by 1, the value of the Y variable decreases by 0.0274. It is the value by which Y increases for ever unit increase in X.

C.

The y-intercept is the expected mean value of Y when X=0

D.

When X = 2

Y = 0.8998 - 0.0274 * 2 = 0.845

Hence the bone mineral density of the femoral neck of a woman who consumes two colas per week is 0.845 g/cm3

E.

0.845 g/cm3

This​ woman's bone density is above average among all women who consume two colas per​ week.

Let me know in comments if anything is not clear. Will reply ASAP. Please do upvote if satisfied.


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