Research Article
Type I Half Logistic Burr X-G Family: Properties, Bayesian, and Non-Bayesian Estimation under Censored Samples and Applications to COVID-19 Data
Table 7
Bias and MSE of the MLE and Bayesian estimate for HLBXL distribution based on Type II censored sample at 92%.
| | 92% | | MLE | Bayesian | | SE | Linex 2 | Linex −2 | | Cases | R | Bias | MSE | Bias | MSE | Bias | MSE | Bias | MSE |
| | I | 23 | | −0.0020 | 0.0392 | 0.0596 | 0.0448 | −0.0053 | 0.0261 | 0.1341 | 0.0816 | | 0.1197 | 0.1138 | 0.0914 | 0.0744 | 0.0273 | 0.0448 | 0.1605 | 0.1201 | | 0.0352 | 0.1078 | 0.1278 | 0.1099 | 0.0374 | 0.0590 | 0.2327 | 0.2015 | | 0.0501 | 0.0416 | 0.0367 | 0.0129 | 0.0191 | 0.0105 | 0.0559 | 0.0166 | | 46 | | −0.0166 | 0.0253 | 0.0494 | 0.0420 | −0.0074 | 0.0258 | 0.1155 | 0.0713 | | 0.0547 | 0.0554 | 0.0616 | 0.0425 | 0.0196 | 0.0294 | 0.1064 | 0.0617 | | 0.0287 | 0.0522 | 0.1256 | 0.1072 | 0.0423 | 0.0590 | 0.2191 | 0.1840 | | 0.0378 | 0.0218 | 0.0380 | 0.0123 | 0.0243 | 0.0102 | 0.0526 | 0.0151 | | 92 | | 0.0066 | 0.0174 | 0.0641 | 0.0448 | 0.0151 | 0.0243 | 0.1188 | 0.0688 | | 0.0371 | 0.0278 | 0.0410 | 0.0244 | 0.0147 | 0.0186 | 0.0685 | 0.0326 | | −0.0079 | 0.0287 | 0.0973 | 0.0929 | 0.0300 | 0.0541 | 0.1728 | 0.1566 | | 0.0066 | 0.0106 | 0.0199 | 0.0081 | 0.0104 | 0.0072 | 0.0299 | 0.0093 |
| | II | 23 | | 0.2289 | 0.3831 | 0.0675 | 0.0392 | 0.0108 | 0.0236 | 0.1329 | 0.0688 | | 0.1339 | 0.1440 | 0.1019 | 0.0703 | 0.0400 | 0.0422 | 0.1683 | 0.1114 | | −0.1048 | 0.2568 | 0.0801 | 0.0409 | −0.1374 | 0.0439 | 0.3600 | 0.1983 | | 0.0092 | 0.2684 | 0.0368 | 0.0132 | −0.0322 | 0.0114 | 0.1166 | 0.0284 | | 46 | | 0.1210 | 0.1963 | 0.0637 | 0.0315 | 0.0123 | 0.0191 | 0.1217 | 0.0541 | | 0.0397 | 0.0487 | 0.0516 | 0.0301 | 0.0166 | 0.0221 | 0.0887 | 0.0420 | | −0.0259 | 0.1386 | 0.0776 | 0.0403 | −0.1332 | 0.0430 | 0.3460 | 0.1902 | | 0.0326 | 0.1459 | 0.0330 | 0.0124 | −0.0303 | 0.0108 | 0.1044 | 0.0250 | | 92 | | 0.0809 | 0.1058 | 0.0652 | 0.0336 | 0.0226 | 0.0224 | 0.1123 | 0.0520 | | 0.0184 | 0.0230 | 0.0296 | 0.0150 | 0.0096 | 0.0129 | 0.0503 | 0.0181 | | −0.0165 | 0.0242 | 0.0874 | 0.0506 | −0.1125 | 0.0468 | 0.3377 | 0.1904 | | 0.0057 | 0.0719 | 0.0261 | 0.0128 | −0.0291 | 0.0118 | 0.0880 | 0.0223 |
| | III | 23 | | 0.0834 | 0.2198 | 0.0607 | 0.0426 | 0.0041 | 0.0266 | 0.1230 | 0.0694 | | 0.3653 | 0.8035 | 0.1369 | 0.1856 | −0.2473 | 0.1429 | 0.6405 | 0.7974 | | 0.0346 | 0.4653 | 0.0812 | 0.0375 | −0.1179 | 0.0369 | 0.3308 | 0.1679 | | 0.0896 | 0.1378 | 0.0472 | 0.0119 | −0.0157 | 0.0085 | 0.1195 | 0.0268 | | 46 | | 0.0646 | 0.1907 | 0.0496 | 0.0380 | −0.0011 | 0.0256 | 0.1045 | 0.0597 | | 0.1864 | 0.4014 | 0.1022 | 0.1539 | −0.2024 | 0.1220 | 0.4929 | 0.5436 | | 0.0823 | 0.4232 | 0.0675 | 0.0385 | −0.1146 | 0.0360 | 0.2957 | 0.1487 | | 0.0979 | 0.1292 | 0.0506 | 0.0141 | −0.0085 | 0.0084 | 0.1177 | 0.0258 | | 92 | | 0.0151 | 0.0627 | 0.0317 | 0.0396 | −0.0111 | 0.0249 | 0.0774 | 0.0566 | | 0.0820 | 0.1673 | 0.0994 | 0.1374 | −0.1278 | 0.0919 | 0.3752 | 0.3757 | | 0.0282 | 0.1645 | 0.0596 | 0.0458 | −0.1037 | 0.0345 | 0.2607 | 0.1371 | | 0.0564 | 0.0610 | 0.0614 | 0.0172 | 0.0075 | 0.0083 | 0.1225 | 0.0243 |
| | IV | 23 | | 0.0250 | 0.1178 | 0.0233 | 0.0131 | −0.1050 | 0.0212 | 0.1701 | 0.0492 | | 0.2889 | 0.6277 | 0.1091 | 0.1516 | −0.1780 | 0.1082 | 0.4826 | 0.5279 | | 0.1195 | 0.3631 | 0.0890 | 0.0309 | −0.0900 | 0.0261 | 0.3123 | 0.1414 | | 0.0949 | 0.1285 | 0.0384 | 0.0092 | −0.0224 | 0.0072 | 0.1063 | 0.0213 | | 46 | | −0.0054 | 0.1166 | 0.0256 | 0.0098 | −0.1056 | 0.0185 | 0.1780 | 0.0482 | | 0.1935 | 0.2725 | 0.0892 | 0.1154 | −0.1104 | 0.0839 | 0.3328 | 0.2887 | | 0.0035 | 0.3257 | 0.0837 | 0.0295 | −0.0841 | 0.0249 | 0.2894 | 0.1267 | | 0.0145 | 0.0952 | 0.0438 | 0.0093 | −0.0123 | 0.0066 | 0.1062 | 0.0209 | | 92 | | 0.0242 | 0.0423 | 0.0289 | 0.0075 | −0.1038 | 0.0160 | 0.1846 | 0.0465 | | 0.0748 | 0.0916 | 0.0701 | 0.0742 | −0.0579 | 0.0548 | 0.2196 | 0.1484 | | 0.0503 | 0.1624 | 0.0736 | 0.0358 | −0.0846 | 0.0326 | 0.2600 | 0.1161 | | 0.0306 | 0.0366 | 0.0424 | 0.0112 | −0.0101 | 0.0084 | 0.0997 | 0.0217 |
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