Consider the following data for a dependent variable y and two independent variables,  x1  and  x2. x1 x2 y 30 12 95 47 10 108 25 17 112 51 16 178 40 5 94 51 19 175 74 7 170 36 12 117 59 13 142 76 16 211 The estimated regression equation for these data is ŷ = −17.85 + 2.00x1 + 4.73x2. Here, SST = 15,091.6, SSR = 13,969.7,  sb1 = 0.2462,  and  sb2 = 0.9447. (a) Test for a significant relationship among  x1, x2, and y.  Use ? = 0.05. State the null and alternative hypotheses. H0: ?1 ≠ 0 and ?2 ≠ 0 Ha: One or more of the parameters is equal to zero.H0: ?1 < ?2 Ha: ?1 ≥ ?2    H0: ?1 = ?2 = 0 Ha: One or more of the parameters is not equal to zero.H0: ?1 ≠ 0 and ?2 = 0 Ha: ?1 = 0 and ?2 ≠ 0H0: ?1 > ?2 Ha: ?1 ≤ ?2 Find the value of the test statistic. (Round your answer to two decimal places.)   Find the p-value. (Round your answer to three decimal places.) p-value =  State your conclusion. Do not reject H0. There is insufficient evidence to conclude that there is a significant relationship among the variables.Reject H0. There is insufficient evidence to conclude that there is a significant relationship among the variables.    Do not reject H0. There is sufficient evidence to conclude that there is a significant relationship among the variables.Reject H0. There is sufficient evidence to conclude that there is a significant relationship among the variables. (b) Is  ?1  significant? Use ? = 0.05. State the null and alternative hypotheses. H0: ?1 ≠ 0 Ha: ?1 = 0H0: ?1 = 0 Ha: ?1 ≠ 0    H0: ?1 = 0 Ha: ?1 > 0H0: ?1 < 0 Ha: ?1 ≥ 0H0: ?1 > 0 Ha: ?1 ≤ 0 Find the value of the test statistic. (Round your answer to two decimal places.)   Find the p-value. (Round your answer to three decimal places.) p-value =  State your conclusion. Do not reject H0. There is sufficient evidence to conclude that ?1 is significant.Reject H0. There is insufficient evidence to conclude that ?1 is significant.    Do not reject H0. There is insufficient evidence to conclude that ?1 is significant.Reject H0. There is sufficient evidence to conclude that ?1 is significant. (c) Is  ?2  significant? Use ? = 0.05. State the null and alternative hypotheses. H0: ?2 > 0 Ha: ?2 ≤ 0H0: ?2 ≠ 0 Ha: ?2 = 0    H0: ?2 < 0 Ha: ?2 ≥ 0H0: ?2 = 0 Ha: ?2 ≠ 0H0: ?2 = 0 Ha: ?2 > 0 Find the value of the test statistic. (Round your answer to two decimal places.)   Find the p-value. (Round your answer to three decimal places.) p-value =  State your conclusion. Reject H0. There is sufficient evidence to conclude that ?2 is significant.Do not reject H0. There is insufficient evidence to conclude that ?2 is significant.    Reject H0. There is insufficient evidence to conclude that ?2 is significant.Do not reject H0. There is sufficient evidence to conclude that ?2 is significant

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Author:Amos Gilat
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Chapter1: Starting With Matlab
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Consider the following data for a dependent variable y and two independent variables, 
x1
 and 
x2.
x1
x2
y
30 12 95
47 10 108
25 17 112
51 16 178
40 5 94
51 19 175
74 7 170
36 12 117
59 13 142
76 16 211
The estimated regression equation for these data is
ŷ = −17.85 + 2.00x1 + 4.73x2.
Here, SST = 15,091.6, SSR = 13,969.7, 
sb1 = 0.2462,
 and 
sb2 = 0.9447.
(a)
Test for a significant relationship among 
x1, x2, and y.
 Use ? = 0.05.
State the null and alternative hypotheses.
H0: ?1 ≠ 0 and ?2 ≠ 0
Ha: One or more of the parameters is equal to zero.H0: ?1 < ?2
Ha: ?1 ≥ ?2    H0: ?1 = ?2 = 0
Ha: One or more of the parameters is not equal to zero.H0: ?1 ≠ 0 and ?2 = 0
Ha: ?1 = 0 and ?2 ≠ 0H0: ?1 > ?2
Ha: ?1 ≤ ?2
Find the value of the test statistic. (Round your answer to two decimal places.)
 
Find the p-value. (Round your answer to three decimal places.)
p-value = 
State your conclusion.
Do not reject H0. There is insufficient evidence to conclude that there is a significant relationship among the variables.Reject H0. There is insufficient evidence to conclude that there is a significant relationship among the variables.    Do not reject H0. There is sufficient evidence to conclude that there is a significant relationship among the variables.Reject H0. There is sufficient evidence to conclude that there is a significant relationship among the variables.
(b)
Is 
?1
 significant? Use ? = 0.05.
State the null and alternative hypotheses.
H0: ?1 ≠ 0
Ha: ?1 = 0H0: ?1 = 0
Ha: ?1 ≠ 0    H0: ?1 = 0
Ha: ?1 > 0H0: ?1 < 0
Ha: ?1 ≥ 0H0: ?1 > 0
Ha: ?1 ≤ 0
Find the value of the test statistic. (Round your answer to two decimal places.)
 
Find the p-value. (Round your answer to three decimal places.)
p-value = 
State your conclusion.
Do not reject H0. There is sufficient evidence to conclude that ?1 is significant.Reject H0. There is insufficient evidence to conclude that ?1 is significant.    Do not reject H0. There is insufficient evidence to conclude that ?1 is significant.Reject H0. There is sufficient evidence to conclude that ?1 is significant.
(c)
Is 
?2
 significant? Use ? = 0.05.
State the null and alternative hypotheses.
H0: ?2 > 0
Ha: ?2 ≤ 0H0: ?2 ≠ 0
Ha: ?2 = 0    H0: ?2 < 0
Ha: ?2 ≥ 0H0: ?2 = 0
Ha: ?2 ≠ 0H0: ?2 = 0
Ha: ?2 > 0
Find the value of the test statistic. (Round your answer to two decimal places.)
 
Find the p-value. (Round your answer to three decimal places.)
p-value = 
State your conclusion.
Reject H0. There is sufficient evidence to conclude that ?2 is significant.Do not reject H0. There is insufficient evidence to conclude that ?2 is significant.    Reject H0. There is insufficient evidence to conclude that ?2 is significant.Do not reject H0. There is sufficient evidence to conclude that ?2 is significant
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