Research Article
A New Conway Maxwell–Poisson Liu Regression Estimator—Method and Application
Table 4
Estimated MSEs of the COMPRM estimators, when
and
.
| n | ρ | MLE | | | | | | | | | | | | |
| 50 | 0.80 | 6.243 | 1.966 | 2.272 | 4.350 | 1.639 | 1.952 | 2.061 | 3.707 | 1.639 | 1.963 | 1.836 | 3.707 | 1.637 | 0.90 | 11.699 | 2.880 | 3.773 | 8.017 | 1.626 | 2.596 | 2.674 | 6.378 | 1.592 | 2.394 | 2.035 | 6.378 | 1.584 | 0.95 | 21.775 | 4.583 | 6.182 | 15.220 | 1.361 | 3.332 | 3.190 | 10.759 | 1.339 | 2.757 | 2.029 | 10.759 | 1.312 | 0.99 | 115.68 | 27.424 | 36.194 | 96.248 | 2.573 | 13.137 | 13.090 | 57.966 | 0.852 | 7.940 | 5.354 | 57.966 | 0.764 |
| 100 | 0.80 | 4.121 | 1.624 | 1.756 | 2.703 | 1.544 | 1.617 | 1.706 | 2.515 | 1.544 | 1.650 | 1.625 | 2.515 | 1.544 | 0.90 | 7.594 | 1.903 | 2.313 | 4.778 | 1.545 | 1.899 | 2.039 | 4.269 | 1.544 | 1.938 | 1.760 | 4.269 | 1.541 | 0.95 | 16.466 | 3.174 | 4.388 | 11.151 | 1.649 | 3.066 | 3.123 | 9.416 | 1.580 | 2.736 | 2.099 | 9.416 | 1.541 | 0.99 | 73.205 | 12.226 | 15.666 | 55.673 | 1.219 | 8.718 | 7.980 | 38.755 | 0.732 | 5.431 | 2.823 | 38.755 | 0.691 |
| 150 | 0.80 | 3.627 | 1.502 | 1.554 | 2.235 | 1.482 | 1.502 | 1.537 | 2.130 | 1.482 | 1.527 | 1.514 | 2.130 | 1.482 | 0.90 | 6.612 | 1.643 | 1.888 | 3.897 | 1.551 | 1.684 | 1.802 | 3.642 | 1.551 | 1.788 | 1.678 | 3.642 | 1.551 | 0.95 | 13.081 | 2.444 | 2.776 | 8.583 | 1.478 | 2.328 | 2.141 | 7.344 | 1.462 | 2.271 | 1.696 | 7.344 | 1.456 | 0.99 | 61.972 | 9.910 | 11.796 | 45.699 | 1.116 | 7.444 | 7.303 | 32.304 | 0.704 | 4.915 | 2.922 | 32.304 | 0.678 |
| 200 | 0.80 | 3.583 | 1.499 | 1.557 | 2.239 | 1.487 | 1.496 | 1.545 | 2.161 | 1.482 | 1.524 | 1.510 | 2.161 | 1.477 | 0.90 | 5.664 | 1.518 | 1.670 | 3.310 | 1.408 | 1.524 | 1.606 | 3.062 | 1.408 | 1.581 | 1.500 | 3.062 | 1.408 | 0.95 | 12.371 | 2.214 | 2.787 | 7.658 | 1.623 | 2.317 | 2.372 | 6.796 | 1.611 | 2.360 | 1.936 | 6.796 | 1.607 | 0.99 | 53.049 | 7.243 | 8.159 | 37.573 | 1.108 | 6.161 | 5.582 | 27.436 | 0.694 | 4.107 | 2.144 | 27.436 | 0.661 |
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