تم الحل ✓
categoryإحصاء
schoolبكالوريوس
event_available2026-07-15
السؤال
Transcribed Image Text:
Data were collected to study a type of damage caused by waves to the forward
section of certain cargo-carrying vessels. The values of the following variables were
recorded:
type: ship type (coded as A to E);
year: year of construction (1960, 1965, 1970, 1975);
period: period of operation (1960-74, 75-79);
service: aggregate months of service
incidents: number of damage incidents.
The data were implemented using R and the results are as follows;
Call:
glm(formula = incidents-offset(log(service)) + type + year + period, family-poisson,
data=wdships)
Deviance Residuals:
Min 1Q Median 3Q
-1.6768 -0.8293-0.4370 0.5058
Max
2.7912
Coefficients:
Estimate
Std. Error
z value
Pr(>\zl)
(Intercept) -6.40590
0.21744
-29.460
<2e-16***
typeB
-0.54334
0.17759
-3.060
0.00222 **
typeC
-0.68740
0.32904
-2.089
0.03670*
typeD
-0.07596
0.29058
-0.261
0.79377
typeE
0.32558
0.23588
1.380
0.16750
year65
0.69714
0.14964
4.659
3.18e-06***
year 70
0.81843
0.16977
4.821
1.43e-06***
year75
0.45343
0.23317
1.945
3.251
0.05182.
0.00115**
period75 0.38447 0.11827
(Dispersion parameter for poisson family taken to be 1)
Null deviance: 146.328 on 33 degrees of freedom
Residual deviance: 38.695 on 25 degrees of freedom
AIC: 154.56
(a) What is the name of the regression model above called?
(4 pts)
(b) Specify the model that is appropriate for this problem in mathematical notation
(c) State the assumptions of the model
(4 pts)
(5 pts)
(d) We define year60 <-(year=-1960), and rerun the above model with year60 replacing year.The
residual deviance is reported as 42.329. Please construct a hypothesis test to state which of these
two models is better.
(7 pts)
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