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. 2014 Feb 3;14:17. doi: 10.1186/1471-2288-14-17

Table 6.

Simulation results: proportion of replications where the maximum likelihood estimator is larger than the true value of the parameter for the Weibull model

 
 
 
 
Naive estimator
TBE
λ β p n
λ^>λ
β^>β
λ^>λ
β^>β
0.05
0.5
0.25
100
100%
100%
81.4%
71.9%
 
 
 
500
100%
100%
64.6%
64.5%
0.05
0.5
0.50
100
100%
100%
63.3%
60.1%
 
 
 
500
100%
100%
53.4%
51.0%
0.05
0.5
0.80
100
100%
99.6%
52.0%
53.3%
 
 
 
500
100%
100%
48.6%
51.6%
1
0.5
0.25
100
100%
100%
79.3%
76.0%
 
 
 
500
100%
100%
62.0%
61.2%
1
0.5
0.50
100
100%
100%
65.9%
64.6%
 
 
 
500
100%
100%
53.8%
51.8%
1
0.5
0.80
100
100%
99.5%
52.7%
52.2%
 
 
 
500
100%
100%
51.9%
50.6%
0.05
2
0.25
100
100%
98.1%
52.1%
61.6%
 
 
 
500
100%
100%
52.2%
53.7%
0.05
2
0.50
100
100%
94.2%
51.6%
53.3%
 
 
 
500
100%
100%
50.6%
51.0%
0.05
2
0.80
100
100%
85.4%
56.1%
55.8%
 
 
 
500
100%
97.9%
52.2%
49.6%
1
2
0.25
100
100%
98.2%
56.2%
62.5%
 
 
 
500
100%
99.9%
50.1%
54.8%
1
2
0.50
100
100%
94.3%
53.9%
54.2%
 
 
 
500
100%
99.9%
47.1%
48.1%
1
2
0.80
100
100%
85.3%
54.1%
54.2%
      500 100% 97.9% 52.7% 52.2%

Calculations were made on the replications where there was no problem of maximization. Abbreviations : TBE truncation-based estimator.