Research Article
A New Conway Maxwell–Poisson Liu Regression Estimator—Method and Application
Table 3
Estimated MSEs of the COMPRM estimators, when
and
.
| n | ρ | MLE | | | | | | | | | | | | |
| 50 | 0.80 | 4.248 | 1.473 | 1.807 | 2.962 | 0.863 | 1.324 | 1.419 | 2.399 | 0.833 | 1.237 | 1.153 | 2.399 | 0.780 | 0.90 | 8.065 | 2.691 | 3.249 | 5.903 | 1.113 | 1.925 | 2.011 | 4.200 | 0.796 | 1.547 | 1.296 | 4.200 | 0.660 | 0.95 | 14.120 | 4.436 | 5.285 | 10.574 | 1.480 | 2.551 | 2.663 | 6.468 | 0.619 | 1.901 | 1.542 | 6.468 | 0.482 | 0.99 | 76.540 | 28.089 | 32.037 | 68.443 | 7.498 | 10.843 | 11.160 | 36.549 | 0.524 | 6.866 | 4.431 | 36.549 | 0.388 |
| 100 | 0.80 | 3.593 | 1.075 | 1.222 | 2.209 | 0.690 | 0.923 | 0.964 | 1.756 | 0.651 | 0.895 | 0.818 | 1.756 | 0.615 | 0.90 | 5.714 | 1.427 | 1.726 | 3.595 | 0.664 | 1.116 | 1.142 | 2.510 | 0.517 | 0.964 | 0.810 | 2.510 | 0.481 | 0.95 | 13.176 | 3.827 | 4.063 | 9.600 | 1.282 | 2.187 | 2.082 | 6.052 | 0.558 | 1.627 | 1.166 | 6.052 | 0.443 | 0.99 | 63.875 | 16.989 | 18.711 | 54.433 | 3.090 | 7.656 | 7.821 | 26.986 | 0.276 | 5.326 | 3.669 | 26.986 | 0.233 |
| 150 | 0.80 | 3.459 | 1.012 | 1.228 | 2.103 | 0.650 | 0.924 | 0.988 | 1.782 | 0.621 | 0.904 | 0.833 | 1.782 | 0.601 | 0.90 | 6.255 | 1.539 | 1.798 | 3.804 | 0.667 | 1.230 | 1.229 | 2.914 | 0.557 | 1.080 | 0.889 | 2.914 | 0.504 | 0.95 | 10.826 | 2.301 | 2.784 | 7.027 | 0.637 | 1.537 | 1.540 | 4.342 | 0.386 | 1.282 | 1.021 | 4.342 | 0.347 | 0.99 | 66.987 | 19.140 | 20.367 | 56.520 | 5.480 | 9.808 | 10.737 | 32.632 | 0.291 | 6.243 | 4.201 | 32.632 | 0.241 |
| 200 | 0.80 | 3.470 | 0.998 | 1.136 | 2.078 | 0.593 | 0.887 | 0.915 | 1.789 | 0.574 | 0.861 | 0.768 | 1.789 | 0.561 | 0.90 | 6.122 | 1.544 | 1.731 | 3.897 | 0.690 | 1.278 | 1.286 | 3.007 | 0.549 | 1.132 | 0.965 | 3.007 | 0.495 | 0.95 | 11.942 | 2.619 | 2.988 | 8.289 | 0.649 | 1.773 | 1.758 | 5.212 | 0.405 | 1.481 | 1.161 | 5.212 | 0.366 | 0.99 | 57.475 | 14.779 | 15.646 | 46.692 | 2.905 | 6.891 | 6.849 | 24.849 | 0.257 | 4.903 | 3.352 | 24.849 | 0.226 |
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