Table 3.
Biases and MSEs of MLEs, widths and coverage probabilities of confidence intervals for regression parameters with the dimension q = 2 and 3.
n | |||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
q = 2 | |||||||||||||
100 | Bias | −0.2948 | 0.1716 | −0.1231 | −0.0021 | 0.0106 | −0.0130 | −0.0174 | 0.0224 | −0.0089 | |||
CP | 0.9600 | 0.9560 | 0.9740 | 0.9360 | 0.9360 | 0.9280 | 0.9130 | 0.9190 | 0.9501 | ||||
Width | 7.5060 | 4.7936 | 3.0683 | 1.7440 | 1.1360 | 0.6528 | 1.8381 | 1.2030 | 0.6989 | ||||
MSE | 1.9148 | 1.2229 | 0.7828 | 0.4449 | 0.2898 | 0.1665 | 0.4689 | 0.3067 | 0.1783 | ||||
300 | Bias | −0.1571 | 0.1396 | −0.1526 | −0.0006 | 0.0105 | −0.0126 | −0.0071 | 0.0128 | −0.0092 | |||
CP | 0.9380 | 0.9420 | 0.9480 | 0.9400 | 0.9370 | 0.9280 | 0.9480 | 0.9410 | 0.9440 | ||||
Width | 4.1000 | 2.6239 | 1.6894 | 0.9939 | 0.6475 | 0.3727 | 1.0482 | 0.6866 | 0.3986 | ||||
MSE | 1.0459 | 0.6694 | 0.4310 | 0.2536 | 0.1652 | 0.0951 | 0.2674 | 0.1752 | 0.1017 | ||||
500 | Bias | −0.0760 | 0.0972 | −0.1253 | −0.0020 | 0.0090 | −0.0082 | −0.0147 | 0.0190 | −0.0120 | |||
CP | 0.9510 | 0.9530 | 0.9440 | 0.9350 | 0.9400 | 0.9290 | 0.9320 | 0.9320 | 0.9290 | ||||
Width | 3.1301 | 2.0067 | 1.2769 | 0.7697 | 0.5017 | 0.2883 | 0.8105 | 0.5310 | 0.3081 | ||||
MSE | 0.7985 | 0.5119 | 0.3257 | 0.1963 | 0.1280 | 0.0735 | 0.2068 | 0.1355 | 0.0786 | ||||
q = 3 | |||||||||||||
100 | Bias | −0.0921 | 0.0093 | −0.0801 | −0.0090 | −0.0002 | 0.0094 | 0.0170 | −0.0075 | 0.0048 | 0.0132 | −0.0015 | −0.0033 |
CP | 0.9660 | 0.9710 | 0.9690 | 0.9170 | 0.9340 | 0.9390 | 0.9440 | 0.9390 | 0.9310 | 0.9410 | 0.9350 | 0.9490 | |
Width | 4.9825 | 2.2885 | 2.8878 | 1.2186 | 0.5883 | 0.6738 | 1.2612 | 0.6180 | 0.7050 | 1.2949 | 0.6150 | 0.7246 | |
MSE | 1.2711 | 0.5838 | 0.7367 | 0.3109 | 0.1501 | 0.1719 | 0.3217 | 0.1577 | 0.1798 | 0.3303 | 0.1569 | 0.1848 | |
300 | Bias | −0.1095 | 0.0497 | −0.0442 | 0.0043 | −0.0022 | 0.0035 | 0.0085 | −0.0026 | −0.0023 | 0.0142 | −0.0045 | −0.0047 |
CP | 0.9540 | 0.9530 | 0.9560 | 0.9330 | 0.9300 | 0.9260 | 0.9240 | 0.9300 | 0.9400 | 0.9310 | 0.9340 | 0.9350 | |
Width | 2.7472 | 1.2556 | 1.5657 | 0.6942 | 0.3353 | 0.3853 | 0.7190 | 0.3521 | 0.4035 | 0.7353 | 0.3493 | 0.4147 | |
MSE | 0.3509 | 0.1605 | 0.1993 | 0.0887 | 0.0428 | 0.0492 | 0.0919 | 0.0450 | 0.0515 | 0.0939 | 0.0446 | 0.0530 | |
500 | Bias | −0.0439 | 0.0244 | −0.0327 | 0.0028 | 0.0003 | −0.0017 | −0.0037 | 0.0021 | 0.0029 | −0.0063 | 0.0042 | −0.0012 |
CP | 0.9580 | 0.9560 | 0.9520 | 0.9430 | 0.9520 | 0.9470 | 0.9400 | 0.9370 | 0.9250 | 0.9340 | 0.9350 | 0.9260 | |
Width | 2.0987 | 0.9619 | 1.1957 | 0.5362 | 0.2590 | 0.2976 | 0.5560 | 0.2724 | 0.3121 | 0.5679 | 0.2698 | 0.3202 | |
MSE | 0.5354 | 0.2454 | 0.3050 | 0.1368 | 0.0661 | 0.0759 | 0.1418 | 0.0695 | 0.0796 | 0.1449 | 0.0688 | 0.0817 |