Question

In: Statistics and Probability

TRUE OR FALSE : The residual is the difference between the actual value of a dependent...

TRUE OR FALSE : The residual is the difference between the actual value of a dependent variable and the value predicted by the estimated regression line.

Solutions

Expert Solution

Answer is TRUE

let us consider the following data

x y
61 77
43 47
39 46
66 81
66 76
64 75
44 49
77 95
58 72
77 91

The estimated regression of y ( dependent variable) on x (independent variable) is

Solving for a and b we get

a= - 6.15

b= 1.29

(Note : this example is just for explanation , so calculation is not shown )

Thus we get , estimate of regression equation is

- 6.15 +1.29 x

From this equation , for each x we will get a predicted value of y , and residual is given by

x y
61 77 72.54 4.46
43 47 49.32 -2.32
39 46 44.16 1.84
66 81 78.99 2.01
66 76 78.99 -2.99
64 75 76.41 -1.41
44 49 50.61 -1.61
77 95 93.18 1.82
58 72 68.67 3.33
77 91 93.18 -2.18

Thus residual is the difference between the actual value of dependent variable and value predicted by regression line .


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