[Regression Analysis] How do you solve this? a) Is smoking a significant factor in the risk of stroke? Justify your answer testing appropriate hypothesis. Please, provide: hypotheses, test statistic, p-value, and conclusion. Use α = 0.05. b) Form a 95% confidence interval for βsmoker. Interpret the interval.
[Regression Analysis] How do you solve this? a) Is smoking a significant factor in the risk of stroke? Justify your answer testing appropriate hypothesis. Please, provide: hypotheses, test statistic, p-value, and conclusion. Use α = 0.05. b) Form a 95% confidence interval for βsmoker. Interpret the interval.
MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
Section: Chapter Questions
Problem 1P
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a) Is smoking a significant factor in the risk of stroke? Justify your answer testing appropriate hypothesis. Please, provide: hypotheses, test statistic, p-value, and conclusion. Use α = 0.05.
b) Form a 95% confidence interval for βsmoker. Interpret the interval.

Transcribed Image Text:6. A 10-year study conducted by the American Heart Association provided data on how
age, blood pressure, and smoking relate to the risk of strokes. Assume that the following
data are from a portion of this study. Risk is interpreted as the probability (times 100)
that the patient will have a stroke over the next 10-year period. For the smoking variable,
a dummy variable was defined, with 1 indicating a smoker and 0 indicating nonsmoker.
## Risk Age Pressure Smoker
## 1
12 57
## 2
24
67
## 3
13 58
## 4
56 86
## 5
28
59
##
51 76
## 7
18 56
## 8
##
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
31 78
37 80
15 78
22 71
36 70
15 67
48 77
15 60
36 82
8 66
## 18
34 80
## 19
3 62
## 20 37 59
152
163
155
177
196
189
155
120
135
98
152
173
135
209
199
119
166
125
117
207
0
0
0
1
0
1
1
1
1
1
0
1
0
1
0
1
modC=1m (Risk Age+Pressure+Smoker);
anova (modC);
Df Sum Sq Mean Sq F value
1 1771.98 1771.98 53.4726
1 1607.66 1607.66 48.5138
1 281.10 281.10 8.4826
##
## Age
## Pressure
## Smoker
## Residuals 16 530.21 33.14

Transcribed Image Text:summary (modC);
##
## (Intercept)
## Age
## Pressure
## Smoker
modR=1m (Risk Age+Pressure);
anova (modR);
summary (modR);
Pr (>|t|)
Estimate Std. Error t value
-91.7594984 15.22276009 -6.027783 1.757555e-05
1.0767411 0.16596361 6.487814 7.487302e-06
0.2518135 0.04522552 5.567951 4.243665e-05
8.7398711 3.00081543 2.912499 1.017355e-02
modR=1m (Risk Age+Pressure);
anova (modR);
Df Sum Sq Mean Sq F value
1 1771.98 1771.98 37.130
##
## Age
## Pressure 1 1607.66 1607.66 33.687
## Residuals 17 811.31 47.72
summary (modR);
##
## (Intercept)
## Age
## Pressure
Pr(>|t|)
Estimate Std. Error t value
-110.9422630 16.46987072 -6.736074 3.487048e-06
1.3150049 0.17328986 7.588470 7.434627e-07
0.2964047 0.05106897 5.804008 2.115249e-05
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