Table 9 Estimated MSE for different estimators at p = 9 and \(\phi =4\).
\(\rho ^2\) | n | PIGMLE | PIGRRE | PIGGRE | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
MLE | \(\hat{k}_1\) | \(\hat{k}_2\) | \(\hat{k}_3\) | \(\hat{k}_4\) | \(\hat{k}_5\) | \(\hat{K}_1\) | \(\hat{K}_2\) | \(\hat{K}_3\) | \(\hat{K}_4\) | \(\hat{K}_5\) | ||
0.80 | 30 | 10.73294 | 9.45433 | 8.34504 | 9.2466 | 4.77015 | 3.77006 | 2.95387 | 1.04324 | 0.66517 | 3.89265 | 1.13721 |
75 | 3.39965 | 2.8339 | 2.37349 | 2.8566 | 1.67625 | 1.36618 | 1.04177 | 0.28177 | 0.18911 | 1.31229 | 0.31112 | |
150 | 1.00687 | 0.91899 | 0.84481 | 0.91956 | 0.57895 | 0.48226 | 0.37387 | 0.10312 | 0.07488 | 0.4418 | 0.11288 | |
200 | 0.76086 | 0.71416 | 0.67315 | 0.70936 | 0.45036 | 0.37757 | 0.29493 | 0.08426 | 0.06381 | 0.34071 | 0.09168 | |
300 | 0.51897 | 0.49806 | 0.47875 | 0.49283 | 0.32741 | 0.27601 | 0.21887 | 0.06557 | 0.04934 | 0.24586 | 0.0713 | |
400 | 0.37566 | 0.3643 | 0.35349 | 0.35965 | 0.23012 | 0.19321 | 0.15092 | 0.04331 | 0.03603 | 0.16682 | 0.0466 | |
0.85 | 30 | 19.27733 | 16.4411 | 13.97169 | 15.41655 | 7.34859 | 6.03932 | 4.86817 | 1.95523 | 1.39088 | 6.31112 | 2.10618 |
75 | 3.01251 | 2.54954 | 2.17559 | 2.60826 | 1.57734 | 1.28672 | 0.98978 | 0.2674 | 0.16871 | 1.24286 | 0.29726 | |
150 | 1.39509 | 1.27017 | 1.16427 | 1.28516 | 0.83681 | 0.6946 | 0.54567 | 0.15332 | 0.0978 | 0.65557 | 0.1702 | |
200 | 0.9971 | 0.92815 | 0.86744 | 0.92901 | 0.60136 | 0.49869 | 0.38857 | 0.10122 | 0.06688 | 0.45827 | 0.11262 | |
300 | 0.72715 | 0.68888 | 0.65405 | 0.68541 | 0.44354 | 0.36892 | 0.28808 | 0.07651 | 0.0516 | 0.33138 | 0.08479 | |
400 | 0.46915 | 0.44992 | 0.43196 | 0.4442 | 0.2797 | 0.23352 | 0.18064 | 0.04551 | 0.03394 | 0.20371 | 0.05009 | |
0.90 | 30 | 23.48545 | 20.23299 | 17.35121 | 19.28553 | 8.81518 | 6.97209 | 5.49392 | 2.20602 | 1.47766 | 7.3625 | 2.37001 |
75 | 4.88456 | 4.03043 | 3.32542 | 3.97971 | 2.10156 | 1.66492 | 1.2086 | 0.25931 | 0.16393 | 1.62338 | 0.29102 | |
150 | 2.0514 | 1.82449 | 1.63481 | 1.87283 | 1.20509 | 0.9851 | 0.7599 | 0.18865 | 0.11348 | 0.94259 | 0.21218 | |
200 | 1.5734 | 1.36041 | 1.18742 | 1.40096 | 0.84245 | 0.67646 | 0.50151 | 0.09732 | 0.06092 | 0.62088 | 0.11088 | |
300 | 1.0206 | 0.9376 | 0.86443 | 0.93869 | 0.5753 | 0.46924 | 0.35383 | 0.07563 | 0.04978 | 0.4235 | 0.08522 | |
400 | 0.72157 | 0.67685 | 0.63723 | 0.67197 | 0.41639 | 0.34302 | 0.26226 | 0.06088 | 0.0402 | 0.30564 | 0.06817 | |
0.95 | 30 | 91.65183 | 76.54036 | 63.70994 | 68.79082 | 22.89659 | 18.98429 | 15.77151 | 7.78501 | 5.67074 | 20.83585 | 8.24485 |
75 | 9.25171 | 8.01005 | 6.91761 | 8.019 | 4.59294 | 3.63626 | 2.73381 | 0.68391 | 0.39583 | 3.75901 | 0.76761 | |
150 | 4.25302 | 3.65305 | 3.1465 | 3.78068 | 2.24924 | 1.79866 | 1.35828 | 0.33327 | 0.19578 | 1.79209 | 0.37437 | |
200 | 3.16039 | 2.62687 | 2.19173 | 2.71861 | 1.59826 | 1.27863 | 0.95523 | 0.21441 | 0.12605 | 1.2391 | 0.24246 | |
300 | 1.8119 | 1.53173 | 1.30864 | 1.57621 | 0.89114 | 0.71774 | 0.52614 | 0.10264 | 0.06424 | 0.66215 | 0.11651 | |
400 | 1.34627 | 1.22863 | 1.12705 | 1.23887 | 0.75511 | 0.61133 | 0.45988 | 0.09511 | 0.05655 | 0.5654 | 0.1084 | |
0.99 | 30 | 152.83988 | 139.29117 | 127.14329 | 137.69195 | 73.0238 | 58.05439 | 46.53535 | 19.79738 | 13.08846 | 67.35226 | 21.25746 |
75 | 47.1158 | 38.7285 | 31.72315 | 38.05415 | 18.62169 | 14.46648 | 10.68585 | 2.9046 | 1.6622 | 16.39355 | 3.22694 | |
150 | 25.1333 | 21.27287 | 17.90344 | 21.41746 | 10.35064 | 7.86377 | 5.58007 | 1.06329 | 0.57424 | 8.79321 | 1.21762 | |
200 | 15.09767 | 12.36091 | 9.96464 | 12.48608 | 5.6498 | 4.17964 | 2.80434 | 0.37499 | 0.21025 | 4.4955 | 0.43872 | |
300 | 8.83032 | 6.92371 | 5.3008 | 7.16387 | 3.54861 | 2.68545 | 1.83668 | 0.25979 | 0.14606 | 2.76853 | 0.30308 | |
400 | 7.23955 | 6.10533 | 5.10174 | 6.29475 | 3.30984 | 2.52143 | 1.77695 | 0.29117 | 0.15611 | 2.57024 | 0.33795 |