In: Statistics and Probability
The data show systolic and diastolic blood pressure of certain people. Find the regression equation, letting the systolic reading be the independent (x) variable. If one of these people has a systolic blood pressure of 113mm Hg, what is the best predicted diastolic blood pressure?
systolic: 150 129 142 112 134 122 126 120
diastolic: 88 96 106 80 98 63 95 64
y = _ + _X
Given that, the data of systolic and diastolic blood pressure of certain people.
We want to find regression equation, letting the systolic reading be the independent (X) variable and diastolic reading be the dependent (Y).
A linear regression equation is given by in the form, Y = a +bX
[ Where a, b are constant and estimated by least square method,
, and
Table for calculation:-
Xi = Systolic | Yi = Diastolic | ||||
150 | 88 | 20.625 | 1.75 | 36.09375 | 425.3906 |
129 | 96 | -0.375 | 9.75 | -3.65625 | 0.140625 |
142 | 106 | 12.625 | 19.75 | 249.3438 | 159.3906 |
112 | 80 | -17.375 | -6.25 | 108.5938 | 301.8906 |
134 | 98 | 4.625 | 11.75 | 54.34375 | 21.39063 |
122 | 63 | -7.375 | -23.25 | 171.4688 | 54.39063 |
126 | 95 | -3.375 | 8.75 | -29.5313 | 11.39063 |
120 | 64 | -9.375 | -22.25 | 208.5938 | 87.89063 |
Total=1035 | Total=690 | Total=795.25 | Total=1061.875 |
Calculation: All the values are putting from table.
Answer:- So the regression equation is given by,
Now, If one of these people has a systolic blood pressure of 113 mm Hg, then the diastolic blood pressure of that people is given by the regression equation,
Answer:- If one of these people has a systolic blood pressure of 113 mm Hg, then the diastolic blood pressure of that people is 73.9869 mm Hg