The electric power consumed each month by a chemical plant is thought to be related to the average ambient temperature ( x1 ), the number of days in the month ( x2 ), the average product purity ( x3 ), and the tons of product produced ( x4 ). The past year’s historical data are available and are presented in the following table: regression model is y = -102.7132 + 0.6054X1 + 8.9236X2 + 1.4374 X3 + 0.0136X4 a) Estimate sigma^2 b.) Using ANOVA, test for significance of regression using α=0.05. Determine the critical value of the test statistic (2 decimal places only). c.) Using ANOVA, test for significance of regression using α=0.05. Determine the computed value of the test statistic d) Calculate R^2 for the computed regression model. Express your answer as a number less than 1 (NOT in %). e) Calculate R_adj^2 for the computed regression model. Express your answer as a number less than 1 (NOT in %). f) Test the significance of x3 at α=0.05. Determine the value of the test statistic. g) Determine the lower limit of the 95% confidence interval on b(beta)2

MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
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The electric power consumed each month by a chemical plant is thought to be related to the average ambient temperature ( x1 ), the number of days in the month ( x2 ), the average product purity ( x3 ), and the tons of product produced ( x4 ). The past year’s historical data are available and are presented in the following table:

regression model is y = -102.7132 + 0.6054X1 + 8.9236X2 + 1.4374 X3 + 0.0136X4

a) Estimate sigma^2
b.) Using ANOVA, test for significance of regression using α=0.05. Determine the critical value of the test statistic (2 decimal places only).

c.) Using ANOVA, test for significance of regression using α=0.05. Determine the computed value of the test statistic

d) Calculate R^2 for the computed regression model. Express your answer as a number less than 1 (NOT in %).

e) Calculate R_adj^2 for the computed regression model. Express your answer as a number less than 1 (NOT in %).

f) Test the significance of x3 at α=0.05. Determine the value of the test statistic.

g) Determine the lower limit of the 95% confidence interval on b(beta)2

h) Determine the upper limit of the 95% confidence interval on b(beta)3 .

y
240
236
290
274
301
316
300
296
267
276
288
261
x1
25
31
45
60
65
72
80
84
75
60
50
38
x2
24
21
24
25
25
26
25
25
24
25
25
23
x3
91
90
88
87
91
94
87
86
88
91
90
89
x4
100
95
110
88
94
99
97
96
110
105
100
98
Transcribed Image Text:y 240 236 290 274 301 316 300 296 267 276 288 261 x1 25 31 45 60 65 72 80 84 75 60 50 38 x2 24 21 24 25 25 26 25 25 24 25 25 23 x3 91 90 88 87 91 94 87 86 88 91 90 89 x4 100 95 110 88 94 99 97 96 110 105 100 98
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