Question

In: Statistics and Probability

The data show systolic and diastolic blood pressure of certain people. Find the regression​ equation, letting...

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

Solutions

Expert Solution

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.

  • Sample mean of X

  • Sample mean of Y

  • Sample mean of Var(X)

  • Covariance between X and Y

  • Estimate of b

  • Estimate of a

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


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