Research Article
A New Lifetime Distribution: Properties, Copulas, Applications, and Different Classical Estimation Methods
Table 2
Simulation study where the parameters
, and
.
| | n | α | θ | λ | BIAS | RMSE | BIAS | RMSE | BIAS | RMSE |
| MLE | 20 | 3.960664661 | 7.371292530 | 6.502976058 | 12.27860585 | 5.994434410 | 19.60201039 | CVM | 1.620584171 | 4.069729958 | 2.213270730 | 6.529766076 | 12.59993180 | 30.87329914 | OLS | 2.710178460 | 5.609086527 | 5.167076155 | 10.57746096 | 4.269781273 | 11.26286107 | WLS | 0.606986631 | 1.328889644 | 1.240119335 | 2.801331754 | 0.303093751 | 1.238119094 | ADE | 0.877995110 | 1.077412768 | −1.63464215 | 1.761963513 | 0.438186918 | 0.623443953 | ADE (R-T) | 0.805406079 | 0.893762293 | −1.64368531 | 1.709771020 | 0.467885067 | 0.699341007 |
| MLE | 60 | 0.490490730 | 1.308428645 | 0.795829577 | 2.486467250 | 0.682538359 | 2.697087211 | CVM | 0.225350690 | 1.215083979 | 0.201813532 | 2.282594960 | 2.660481953 | 7.613754145 | OLS | 0.690519124 | 2.090460467 | 1.195212075 | 3.941427479 | 1.765869927 | 6.040806374 | WLS | 0.601764048 | 1.247109825 | 1.289725679 | 2.611933294 | -0.00644429 | 0.873971382 | ADE | 0.373785697 | 0.452084104 | −2.16735411 | 2.181478121 | 0.423126388 | 0.611877218 | ADE (R-T) | 0.457139728 | 0.511691568 | −2.12760556 | 2.139745408 | 0.42017769 | 0.547818729 |
| MLE | 100 | 0.018172775 | 0.507215114 | −0.025370613 | 1.037306445 | 0.319774071 | 0.782082919 | CVM | 0.538024886 | 1.56715411 | 0.8451798220 | 2.808614624 | 2.721488864 | 10.63346516 | OLS | 0.244321092 | 0.908633723 | 0.4496964790 | 1.755602945 | 0.856444063 | 3.727821407 | WLS | 0.372181773 | 1.093968544 | 0.6547917990 | 2.093192893 | 0.296432069 | 1.102596681 | ADE | 0.299928998 | 0.363326475 | −2.294706687 | 2.303336884 | 0.553574110 | 0.880204347 | ADE (R-T) | 0.299368704 | 0.357439216 | −2.293811686 | 2.301440994 | 0.322106629 | 0.456459819 |
| MLE | 200 | 0.059490160 | 0.379563707 | 0.086240490 | 0.799301698 | 0.100750015 | 0.513932285 | CVM | 0.206137566 | 0.755763241 | 0.343870896 | 1.480081518 | 0.459569237 | 2.626198546 | OLS | 0.189569092 | 0.705969135 | 0.303683878 | 1.359136200 | 0.634967556 | 3.901570961 | WLS | 0.531225762 | 0.991440159 | 1.025489159 | 1.903738414 | -0.14192911 | 0.631061741 | ADE | 0.150472878 | 0.210401078 | −2.43351747 | 2.437339304 | 0.380366426 | 0.721144948 | ADE (R-T) | 0.171083470 | 0.238382214 | −2.41188394 | 2.416440980 | 0.214422238 | 0.556727524 |
| MLE | 500 | 0.051955667 | 0.242120349 | 0.106991720 | 0.514449659 | 0.0088330000 | 0.288297422 | CVM | 0.016797852 | 0.343498639 | −0.00934092 | 0.679792300 | 0.1496096990 | 0.459788656 | OLS | -0.01498810 | 0.294877728 | −0.03730224 | 0.609548552 | 0.1311953210 | 0.481402194 | WLS | 0.278499022 | 0.571907974 | 0.537259780 | 1.106740303 | -0.10950015 | 0.406177306 | ADE | 0.092722301 | 0.159113157 | −2.48691428 | 2.489745756 | -0.13488436 | 0.375397440 | ADE (R-T) | 0.075620057 | 0.146911912 | −2.50639867 | 2.508592698 | -0.10385764 | 0.461934338 |
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