Listed below are systolic
blood pressure measurements (in mm Hg) obtained from the same
woman. Find the regression equation, letting the right arm blood
pressure be the predictor (x) variable. Find the best predicted
systolic blood pressure in the left arm given that the systolic
blood pressure in the right arm is 85 mm Hg. Use a significance
level of 0.05.
Solution:
Here, we have to find the regression model for the prediction of the dependent variable or response variable systolic blood pressure in the left arm based on the independent variable or explanatory variable systolic blood pressure in the right arm.
The required regression model is given as below:
|
Regression Statistics |
||||||
|
Multiple R |
0.864491266 |
|||||
|
R Square |
0.74734515 |
|||||
|
Adjusted R Square |
0.663126866 |
|||||
|
Standard Error |
9.084817982 |
|||||
|
Observations |
5 |
|||||
|
ANOVA |
||||||
|
df |
SS |
MS |
F |
Significance F |
||
|
Regression |
1 |
732.3982467 |
732.3982467 |
8.873906226 |
0.058648137 |
|
|
Residual |
3 |
247.6017533 |
82.53391776 |
|||
|
Total |
4 |
980 |
||||
|
Coefficients |
Standard Error |
t Stat |
P-value |
Lower 95% |
Upper 95% |
|
|
Intercept |
68.98747652 |
31.81981253 |
2.168066718 |
0.118671555 |
-32.27736829 |
170.2523213 |
|
Right arm |
1.070757671 |
0.359446101 |
2.978910241 |
0.058648137 |
-0.073160244 |
2.214675586 |
From above regression model, the p-value is given as 0.058648137 which is greater than α = 0.05, so we do not reject the null hypothesis. There is insufficient evidence to conclude that there is statistically significant relationship between the given two variables systolic blood pressure in the left arm and systolic blood pressure in the right arm.
The required regression equation is given as below:
ŷ = 69.0 + 1.1*x
Where, ŷ = Predicted systolic blood pressure in the left arm and x = systolic blood pressure in the right arm.
Now, we have to find the predicted systolic blood pressure in the left arm for the given systolic blood pressure of 85 mm Hg in the right arm.
So, we are given x = 85
ŷ = 69.0 + 1.1*x
ŷ = 69.0 + 1.1*85
ŷ = 162.5
Given that the systolic blood pressure in the right arm is 85 mm Hg, the best predicted systolic blood pressure in the left arm is 162.5 mm Hg.
Listed below are systolic blood pressure measurements (in mm Hg) obtained from the same woman. Find the regression eq...
Listed below are systolic blood pressure measurements (in mm
Hg) obtained from the same woman. Find the regression equation,
letting the right arm blood pressure be the predictor (x)
variable. Find the best predicted systolic blood pressure in the
left arm given that the systolic blood pressure in the right arm is
85
mm Hg. Use a significance level of 0.05
Right Arm 102 101 95 75 74 0 Left Arm 175 169 146 141 - 143 Click the icon...
Listed below are systolic blood pressure measurements (in mm Hg) obtained from the same woman. Find the regression equation, letting the right arm blood pressure be the predictor (x) variable. Find the best predicted systolic blood pressure in the left arm given that the systolic blood pressure in the right arm is 95 mm Hg. Use a significance level of 0.05. Right Arm 100 99 93 76 75 Left Arm 176 170 148 146 145 Click the icon to view...
Listed below are systolic blood pressure measurements in mm Hg) obtained from the same woman. Find the regression equation, letting the right arm blood pressure be the predictor (x) variable. Find the best predicted systolic blood pressure in the left arm given that the systolic blood pressure in the right arm is 95 mm Hg. Use a significance level of 0.05 Right Arm 102 101 93 78 78 Left Arm 174 168 142 143 143 Click the icon to view...
Listed below are systolic blood pressure measurements (in mm Hg) obtained from the same woman. Find the regression equation, letting the right arm blood pressure be the predictor (x) variable. Find the best predicted systolic blood pressure in the left arm given that the systolic blood pressure in the right arm is 95 mm Hg. Use a significance level of 0.05 Right Arm 103 102 96 78 78 Left Arm 175 169 145 144 144 What is the regression equation...
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