Research Article
A Mixture of Two Burr Type III Distributions: Identifiability and Estimation under Type II Censoring
Table 1
The averages and estimated risks of the estimates of the parameters and reliability function for different sample and censoring sizes when
and
.
| | | ā | ā | | | | | | |
| 30 | 20 | Ave. | MLE | 0.5163 | 0.4874 | 0.4884 | 1.7028 | 1.7021 | 0.2816 | Bayes | 0.5521 | 0.4901 | 0.4925 | 1.8210 | 1.7810 | 0.1562 | ER | MLE | 0.0023 | 0.0307 | 0.0310 | 0.6486 | 0.5998 | 0.0079 | Bayes | 0.0070 | 0.0056 | 0.0058 | 0.2152 | 0.3150 | 0.0510 | 30 | 30 | Ave. | MLE | 0.5144 | 0.5069 | 0.5071 | 1.5342 | 1.5337 | 0.2936 | Bayes | 0.5416 | 0.5620 | 0.5646 | 1.5431 | 1.5111 | 0.3254 | ER | MLE | 0.0018 | 0.0160 | 0.0159 | 0.1131 | 0.0951 | 0.0036 | Bayes | 0.0052 | 0.0038 | 0.0042 | 0.0321 | 0.0028 | 0.0071 |
| 50 | 40 | Ave. | MLE | 0.5127 | 0.4905 | 0.4906 | 1.5657 | 1.5649 | 0.2855 | Bayes | 0.5564 | 0.4890 | 0.4873 | 1.6397 | 1.6300 | 0.1019 | ER | MLE | 0.0005 | 0.0159 | 0.0158 | 0.2591 | 0.2345 | 0.0039 | Bayes | 0.0070 | 0.0021 | 0.0032 | 0.1159 | 0.1347 | 0.0323 | 50 | 50 | Ave. | MLE | 0.5103 | 0.5029 | 0.5029 | 1.4917 | 1.4915 | 0.2927 | Bayes | 0.5108 | 0.4572 | 0.4634 | 1.5303 | 1.4470 | 0.2529 | ER | MLE | 0.0001 | 0.0093 | 0.0093 | 0.0605 | 0.0517 | 0.0021 | Bayes | 0.0032 | 0.0018 | 0.0013 | 0.0055 | 0.0011 | 0.0059 |
| 100 | 80 | Ave. | MLE | 0.5102 | 0.4967 | 0.4969 | 1.4964 | 1.4956 | 0.2902 | Bayes | 0.4959 | 0.4675 | 0.4921 | 1.6132 | 1.5273 | 0.3736 | ER | MLE | 0.0001 | 0.0064 | 0.0063 | 0.0775 | 0.0674 | 0.0015 | Bayes | 0.0034 | 0.0025 | 0.0008 | 0.0990 | 0.0138 | 0.0131 | 100 | 100 | Ave. | MLE | 0.5100 | 0.5021 | 0.5022 | 1.4851 | 1.4852 | 0.2933 | Bayes | 0.4724 | 0.4720 | 0.4937 | 1.4784 | 1.4768 | 0.2466 | ER | MLE | 0.0001 | 0.0038 | 0.0039 | 0.0368 | 0.0297 | 0.0009 | Bayes | 0.0021 | 0.0014 | 0.0004 | 0.0061 | 0.0018 | 0.0047 |
|
|