Question.21 This dataset pertains to a healthcare clinic that is studying how patient age and daily physical activity affect their overall health score. Patient Age (x1, Daily Physical Activity (x2, Observation Health Score (y, years) hours) points) 1 25 2 75 23 45678 35 3 88 45 1.5 65 30 2 82 40 2.5 90 50 1 58 60 1.5 70 28 9 38 10 48 1.5 321 85 89 73 Where: • ( y ) is the health score. • (x 1) is the patient age. • (x_2) is the daily physical activity level. • (\beta_0,\beta 1, \beta_2 ) are the regression coefficients to be estimated. Part A: Calculate the least squares estimates of the regression coefficients for the model: (y \beta 0+\beta_1 x_1 + \beta_2x_2) Part B: Find all the fitted values using matrices. Part C: Calculate all the residual values using matrices. Part D: Compute the Sum of Squares Error (SSE) using matrices. =

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Question.21
This dataset pertains to a healthcare clinic that is studying how patient age and daily physical
activity affect their overall health score.
Patient Age (x1,
Daily Physical Activity (x2,
Observation
Health Score (y,
years)
hours)
points)
1
25
2
75
23
45678
35
3
88
45
1.5
65
30
2
82
40
2.5
90
50
1
58
60
1.5
70
28
9
38
10
48
1.5
321
85
89
73
Where:
•
( y ) is the health score.
•
(x 1) is the patient age.
• (x_2) is the daily physical activity level.
•
(\beta_0,\beta 1, \beta_2 ) are the regression coefficients to be estimated.
Part A: Calculate the least squares estimates of the regression coefficients for the model: (y
\beta 0+\beta_1 x_1 + \beta_2x_2)
Part B: Find all the fitted values using matrices.
Part C: Calculate all the residual values using matrices.
Part D: Compute the Sum of Squares Error (SSE) using matrices.
=
Transcribed Image Text:Question.21 This dataset pertains to a healthcare clinic that is studying how patient age and daily physical activity affect their overall health score. Patient Age (x1, Daily Physical Activity (x2, Observation Health Score (y, years) hours) points) 1 25 2 75 23 45678 35 3 88 45 1.5 65 30 2 82 40 2.5 90 50 1 58 60 1.5 70 28 9 38 10 48 1.5 321 85 89 73 Where: • ( y ) is the health score. • (x 1) is the patient age. • (x_2) is the daily physical activity level. • (\beta_0,\beta 1, \beta_2 ) are the regression coefficients to be estimated. Part A: Calculate the least squares estimates of the regression coefficients for the model: (y \beta 0+\beta_1 x_1 + \beta_2x_2) Part B: Find all the fitted values using matrices. Part C: Calculate all the residual values using matrices. Part D: Compute the Sum of Squares Error (SSE) using matrices. =
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