Regression analysis is conducted to associate variable X2-1 with the response variable Y-1. Portion of the Minitab results are shown below. Is the regression model adequate for the regression analysis? Justify.  Identify the variance around the fitted values.

MATLAB: An Introduction with Applications
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  1. Regression analysis is conducted to associate variable X2-1 with the response variable Y-1. Portion of the Minitab results are shown below.

    1. Is the regression model adequate for the regression analysis? Justify.

    2.  Identify the variance around the fitted values.

Analysis of Variance
Source
Regression
X2-1
Error
Lack-of-Fit
Pure Error
Total
Model Summary
2.11316 40.48%
Coefficients
Term
Constant
X2-1
Percent
Frequency
99
90
S
50
10
1
-5.0
-4
R-sq R-sq (adj) R-sq (pred)
38.19%
29.09%
LIL
DF Adj SS Adj MS
1
1
78.952
78.952
116.102
21
110.079
5
6.022
27 195.053
Coef SE Coef
4.52
1.61
1.345
0.320
-2.5
-2
Normal Probability Plot
0.0
Residual
Histogram
0
2
2.5
Residual
T-Value
2.82
4.20
F-Value
5.0
6
Residual Plots for Y-1
P-Value
0.009
0.000 1.00
Residual
Residual
5.0
2.5
0.0
-2.5
-5.0
5.0
25
0.0
P-Value
0.000
0.000
-2.5
0.055
VIF
-5.0
10
2 4 6
Versus Fits
12
Fitted Value
Versus Order
المين مال ماست و
14
www
8
10 12 14 16 18 20 22 24 26 28
Observation Order
Transcribed Image Text:Analysis of Variance Source Regression X2-1 Error Lack-of-Fit Pure Error Total Model Summary 2.11316 40.48% Coefficients Term Constant X2-1 Percent Frequency 99 90 S 50 10 1 -5.0 -4 R-sq R-sq (adj) R-sq (pred) 38.19% 29.09% LIL DF Adj SS Adj MS 1 1 78.952 78.952 116.102 21 110.079 5 6.022 27 195.053 Coef SE Coef 4.52 1.61 1.345 0.320 -2.5 -2 Normal Probability Plot 0.0 Residual Histogram 0 2 2.5 Residual T-Value 2.82 4.20 F-Value 5.0 6 Residual Plots for Y-1 P-Value 0.009 0.000 1.00 Residual Residual 5.0 2.5 0.0 -2.5 -5.0 5.0 25 0.0 P-Value 0.000 0.000 -2.5 0.055 VIF -5.0 10 2 4 6 Versus Fits 12 Fitted Value Versus Order المين مال ماست و 14 www 8 10 12 14 16 18 20 22 24 26 28 Observation Order
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