Table 1 Numerical values of simulation measures for \(\alpha =1.5,~\beta =2.0\) under SRS.

From: Optimal estimation of power Chris-Jerry distribution parameters using ranked set sampling design with application

n

Est.

MLE

ADE

CVME

MPSE

OLSE

PCE

RTADE

WLSE

30

\(\pmb K{_1}\)(\(\hat{\alpha }\))

\(0.18479 ^{\{ 3 \}}\)

\(0.18728 ^{\{ 5 \}}\)

\(0.21544 ^{\{ 10 \}}\)

\(0.18632 ^{\{ 4 \}}\)

\(0.21395 ^{\{ 9 \}}\)

\(0.18309 ^{\{ 1 \}}\)

\(0.20395 ^{\{ 7 \}}\)

\(0.19828 ^{\{ 6 \}}\)

 

\(\pmb K{_1}\)(\(\hat{\beta }\))

\(0.22715 ^{\{ 6 \}}\)

\(0.21732 ^{\{ 3 \}}\)

\(0.23994 ^{\{ 11 \}}\)

\(0.20555 ^{\{ 1 \}}\)

\(0.22511 ^{\{ 5 \}}\)

\(0.20672 ^{\{ 2 \}}\)

\(0.23072 ^{\{ 7 \}}\)

\(0.21847 ^{\{ 4 \}}\)

 

\(\pmb K{_2}\)(\(\hat{\alpha }\))

\(0.06017 ^{\{ 5 \}}\)

\(0.05721 ^{\{ 4 \}}\)

\(0.08056 ^{\{ 10 \}}\)

\(0.0524 ^{\{ 2 \}}\)

\(0.07578 ^{\{ 9 \}}\)

\(0.04924 ^{\{ 1 \}}\)

\(0.07276 ^{\{ 8 \}}\)

\(0.06477 ^{\{ 6 \}}\)

 

\(\pmb K{_2}\)(\(\hat{\beta }\))

\(0.08517 ^{\{ 6 \}}\)

\(0.07826 ^{\{ 4 \}}\)

\(0.09619 ^{\{ 12 \}}\)

\(0.06941 ^{\{ 2 \}}\)

\(0.08169 ^{\{ 5 \}}\)

\(0.06757 ^{\{ 1 \}}\)

\(0.08618 ^{\{ 7 \}}\)

\(0.07527 ^{\{ 3 \}}\)

 

\(\pmb K{_3}\)(\(\hat{\alpha }\))

\(0.12319 ^{\{ 3 \}}\)

\(0.12485 ^{\{ 5 \}}\)

\(0.14363 ^{\{ 10 \}}\)

\(0.12422 ^{\{ 4 \}}\)

\(0.14263 ^{\{ 9 \}}\)

\(0.12206 ^{\{ 1 \}}\)

\(0.13597 ^{\{ 7 \}}\)

\(0.13219 ^{\{ 6 \}}\)

 

\(\pmb K{_3}\)(\(\hat{\beta }\))

\(0.11358 ^{\{ 6 \}}\)

\(0.10866 ^{\{ 3 \}}\)

\(0.11997 ^{\{ 11 \}}\)

\(0.10277 ^{\{ 1 \}}\)

\(0.11256 ^{\{ 5 \}}\)

\(0.10336 ^{\{ 2 \}}\)

\(0.11536 ^{\{ 7 \}}\)

\(0.10923 ^{\{ 4 \}}\)

 

\(\pmb K{_4}\)

\(0.04581 ^{\{ 1 \}}\)

\(0.04647 ^{\{ 2 \}}\)

\(0.0487 ^{\{ 6 \}}\)

\(0.0474 ^{\{ 3 \}}\)

\(0.04975 ^{\{ 8 \}}\)

\(0.04742 ^{\{ 4 \}}\)

\(0.04911 ^{\{ 7 \}}\)

\(0.04752 ^{\{ 5 \}}\)

 

\(\pmb K{_5}\)

\(0.0743 ^{\{ 2 \}}\)

\(0.07412 ^{\{ 1 \}}\)

\(0.08064 ^{\{ 9 \}}\)

\(0.07453 ^{\{ 3 \}}\)

\(0.08043 ^{\{ 8 \}}\)

\(0.0747 ^{\{ 4 \}}\)

\(0.07871 ^{\{ 6 \}}\)

\(0.07637 ^{\{ 5 \}}\)

 

ASAE

\(0.12151 ^{\{ 2 \}}\)

\(0.0922 ^{\{ 1 \}}\)

\(0.13371 ^{\{ 9 \}}\)

\(0.05709 ^{\{ 3 \}}\)

\(0.10566 ^{\{ 8 \}}\)

\(0.03195 ^{\{ 4 \}}\)

\(0.15187 ^{\{ 6 \}}\)

\(0.09768 ^{\{ 5 \}}\)

 

\(\sum Ranks\)

\(40 ^{\{ 4 \}}\)

\(31 ^{\{ 3 \}}\)

\(88 ^{\{ 10 \}}\)

\(22 ^{\{ 2 \}}\)

\(65 ^{\{ 7 \}}\)

\(17 ^{\{ 1 \}}\)

\(68 ^{\{ 8 \}}\)

\(44 ^{\{ 5 \}}\)

80

\(\pmb K{_1}\)(\(\hat{\alpha }\))

\(0.10593 ^{\{ 1 \}}\)

\(0.11489 ^{\{ 3 \}}\)

\(0.12647 ^{\{ 9 \}}\)

\(0.1085 ^{\{ 2 \}}\)

\(0.13351 ^{\{ 11 \}}\)

\(0.11617 ^{\{ 4 \}}\)

\(0.12228 ^{\{ 8 \}}\)

\(0.11647 ^{\{ 5 \}}\)

 

\(\pmb K{_1}\)(\(\hat{\beta }\))

\(0.13479 ^{\{ 4 \}}\)

\(0.13585 ^{\{ 6 \}}\)

\(0.1419 ^{\{ 8 \}}\)

\(0.13158 ^{\{ 3 \}}\)

\(0.13562 ^{\{ 5 \}}\)

\(0.12736 ^{\{ 1 \}}\)

\(0.13768 ^{\{ 7 \}}\)

\(0.13133 ^{\{ 2 \}}\)

 

\(\pmb K{_2}\)(\(\hat{\alpha }\))

\(0.01809 ^{\{ 2 \}}\)

\(0.02161 ^{\{ 5 \}}\)

\(0.0257 ^{\{ 9 \}}\)

\(0.01734 ^{\{ 1 \}}\)

\(0.02852 ^{\{ 11 \}}\)

\(0.02061 ^{\{ 3 \}}\)

\(0.02416 ^{\{ 8 \}}\)

\(0.02173 ^{\{ 6 \}}\)

 

\(\pmb K{_2}\)(\(\hat{\beta }\))

\(0.02981 ^{\{ 6 \}}\)

\(0.02863 ^{\{ 4 \}}\)

\(0.03182 ^{\{ 8 \}}\)

\(0.02755 ^{\{ 3 \}}\)

\(0.02936 ^{\{ 5 \}}\)

\(0.02597 ^{\{ 1 \}}\)

\(0.02997 ^{\{ 7 \}}\)

\(0.02746 ^{\{ 2 \}}\)

 

\(\pmb K{_3}\)(\(\hat{\alpha }\))

\(0.07062 ^{\{ 1 \}}\)

\(0.0766 ^{\{ 3 \}}\)

\(0.08431 ^{\{ 9 \}}\)

\(0.07233 ^{\{ 2 \}}\)

\(0.08901 ^{\{ 11 \}}\)

\(0.07745 ^{\{ 4 \}}\)

\(0.08152 ^{\{ 8 \}}\)

\(0.07764 ^{\{ 5 \}}\)

 

\(\pmb K{_3}\)(\(\hat{\beta }\))

\(0.06739 ^{\{ 4 \}}\)

\(0.06793 ^{\{ 6 \}}\)

\(0.07095 ^{\{ 8 \}}\)

\(0.06579 ^{\{ 3 \}}\)

\(0.06781 ^{\{ 5 \}}\)

\(0.06368 ^{\{ 1 \}}\)

\(0.06884 ^{\{ 7 \}}\)

\(0.06567 ^{\{ 2 \}}\)

 

\(\pmb K{_4}\)

\(0.02811 ^{\{ 1 \}}\)

\(0.02899 ^{\{ 4 \}}\)

\(0.03027 ^{\{ 8 \}}\)

\(0.0292 ^{\{ 5 \}}\)

\(0.03006 ^{\{ 7 \}}\)

\(0.02852 ^{\{ 3 \}}\)

\(0.02958 ^{\{ 6 \}}\)

\(0.02824 ^{\{ 2 \}}\)

 

\(\pmb K{_5}\)

\(0.0449 ^{\{ 1 \}}\)

\(0.04657 ^{\{ 5 \}}\)

\(0.04948 ^{\{ 8 \}}\)

\(0.04618 ^{\{ 4 \}}\)

\(0.04927 ^{\{ 7 \}}\)

\(0.04548 ^{\{ 2 \}}\)

\(0.04756 ^{\{ 6 \}}\)

\(0.04575 ^{\{ 3 \}}\)

 

\(\pmb K{_6}\)

\(0.02132 ^{\{ 1 \}}\)

\(0.02182 ^{\{ 5 \}}\)

\(0.02255 ^{\{ 8 \}}\)

\(0.01898 ^{\{ 4 \}}\)

\(0.02734 ^{\{ 7 \}}\)

\(0.01827 ^{\{ 2 \}}\)

\(0.02539 ^{\{ 6 \}}\)

\(0.02317 ^{\{ 3 \}}\)

 

\(\sum Ranks\)

\(23 ^{\{ 2 \}}\)

\(40 ^{\{ 5 \}}\)

\(72 ^{\{ 7.5 \}}\)

\(25 ^{\{ 3 \}}\)

\(72 ^{\{ 7.5 \}}\)

\(20 ^{\{ 1 \}}\)

\(65 ^{\{ 6 \}}\)

\(33 ^{\{ 4 \}}\)

150

\(\pmb K{_1}\)(\(\hat{\alpha }\))

\(0.07561 ^{\{ 1 \}}\)

\(0.08112 ^{\{ 3 \}}\)

\(0.09827 ^{\{ 10 \}}\)

\(0.07599 ^{\{ 2 \}}\)

\(0.09268 ^{\{ 8 \}}\)

\(0.08348 ^{\{ 5 \}}\)

\(0.08685 ^{\{ 6 \}}\)

\(0.08144 ^{\{ 4 \}}\)

 

\(\pmb K{_1}\)(\(\hat{\beta }\))

\(0.09492 ^{\{ 3 \}}\)

\(0.10085 ^{\{ 8 \}}\)

\(0.09895 ^{\{ 6 \}}\)

\(0.09537 ^{\{ 4 \}}\)

\(0.09737 ^{\{ 5 \}}\)

\(0.09401 ^{\{ 2 \}}\)

\(0.09395 ^{\{ 1 \}}\)

\(0.09904 ^{\{ 7 \}}\)

 

\(\pmb K{_2}\)(\(\hat{\alpha }\))

\(0.00908 ^{\{ 2 \}}\)

\(0.01041 ^{\{ 3 \}}\)

\(0.01549 ^{\{ 11 \}}\)

\(0.00884 ^{\{ 1 \}}\)

\(0.01338 ^{\{ 9 \}}\)

\(0.01086 ^{\{ 5 \}}\)

\(0.01235 ^{\{ 7 \}}\)

\(0.01083 ^{\{ 4 \}}\)

 

\(\pmb K{_2}\)(\(\hat{\beta }\))

\(0.01416 ^{\{ 1 \}}\)

\(0.01636 ^{\{ 9 \}}\)

\(0.01551 ^{\{ 6 \}}\)

\(0.01422 ^{\{ 2.5 \}}\)

\(0.01488 ^{\{ 5 \}}\)

\(0.01422 ^{\{ 2.5 \}}\)

\(0.01432 ^{\{ 4 \}}\)

\(0.01587 ^{\{ 7 \}}\)

 

\(\pmb K{_3}\)(\(\hat{\alpha }\))

\(0.05041 ^{\{ 1 \}}\)

\(0.05408 ^{\{ 3 \}}\)

\(0.06551 ^{\{ 10 \}}\)

\(0.05066 ^{\{ 2 \}}\)

\(0.06179 ^{\{ 8 \}}\)

\(0.05566 ^{\{ 5 \}}\)

\(0.0579 ^{\{ 6 \}}\)

\(0.05429 ^{\{ 4 \}}\)

 

\(\pmb K{_3}\)(\(\hat{\beta }\))

\(0.04746 ^{\{ 3 \}}\)

\(0.05043 ^{\{ 8 \}}\)

\(0.04948 ^{\{ 6 \}}\)

\(0.04769 ^{\{ 4 \}}\)

\(0.04868 ^{\{ 5 \}}\)

\(0.047 ^{\{ 2 \}}\)

\(0.04697 ^{\{ 1 \}}\)

\(0.04952 ^{\{ 7 \}}\)

 

\(\pmb K{_4}\)

\(0.01989 ^{\{ 1 \}}\)

\(0.02121 ^{\{ 6 \}}\)

\(0.02172 ^{\{ 8 \}}\)

\(0.02051 ^{\{ 3 \}}\)

\(0.02135 ^{\{ 7 \}}\)

\(0.02072 ^{\{ 4 \}}\)

\(0.02046 ^{\{ 2 \}}\)

\(0.02101 ^{\{ 5 \}}\)

 

\(\pmb K{_5}\)

\(0.0319 ^{\{ 1 \}}\)

\(0.03415 ^{\{ 6 \}}\)

\(0.03588 ^{\{ 8 \}}\)

\(0.03275 ^{\{ 2 \}}\)

\(0.03497 ^{\{ 7 \}}\)

\(0.03319 ^{\{ 4 \}}\)

\(0.03316 ^{\{ 3 \}}\)

\(0.03392 ^{\{ 5 \}}\)

 

\(\pmb K{_6}\)

\(0.01315 ^{\{ 1 \}}\)

\(0.01252 ^{\{ 6 \}}\)

\(0.01394 ^{\{ 8 \}}\)

\(0.01303 ^{\{ 2 \}}\)

\(0.0129 ^{\{ 7 \}}\)

\(0.01258 ^{\{ 4 \}}\)

\(0.01279 ^{\{ 3 \}}\)

\(0.0125 ^{\{ 5 \}}\)

 

\(\sum Ranks\)

\(20 ^{\{ 1 \}}\)

\(48 ^{\{ 6 \}}\)

\(73 ^{\{ 8 \}}\)

\(26.5 ^{\{ 2 \}}\)

\(59 ^{\{ 7 \}}\)

\(32.5 ^{\{ 3 \}}\)

\(34 ^{\{ 4 \}}\)

\(44 ^{\{ 5 \}}\)

300

\(\pmb K{_1}\)(\(\hat{\alpha }\))

\(0.05593 ^{\{ 2 \}}\)

\(0.05634 ^{\{ 3 \}}\)

\(0.06461 ^{\{ 9 \}}\)

\(0.05539 ^{\{ 1 \}}\)

\(0.06515 ^{\{ 10 \}}\)

\(0.05843 ^{\{ 5 \}}\)

\(0.06174 ^{\{ 7 \}}\)

\(0.05899 ^{\{ 6 \}}\)

 

\(\pmb K{_1}\)(\(\hat{\beta }\))

\(0.07155 ^{\{ 7 \}}\)

\(0.0669 ^{\{ 1 \}}\)

\(0.07197 ^{\{ 8 \}}\)

\(0.06829 ^{\{ 3 \}}\)

\(0.07141 ^{\{ 6 \}}\)

\(0.06731 ^{\{ 2 \}}\)

\(0.07053 ^{\{ 4 \}}\)

\(0.07059 ^{\{ 5 \}}\)

 

\(\pmb K{_2}\)(\(\hat{\alpha }\))

\(0.00493 ^{\{ 2.5 \}}\)

\(0.00493 ^{\{ 2.5 \}}\)

\(0.0065 ^{\{ 9 \}}\)

\(0.00481 ^{\{ 1 \}}\)

\(0.0069 ^{\{ 10 \}}\)

\(0.00532 ^{\{ 5 \}}\)

\(0.00588 ^{\{ 7 \}}\)

\(0.00561 ^{\{ 6 \}}\)

 

\(\pmb K{_2}\)(\(\hat{\beta }\))

\(0.00799 ^{\{ 6 \}}\)

\(0.00721 ^{\{ 2 \}}\)

\(0.0082 ^{\{ 7 \}}\)

\(0.0072 ^{\{ 1 \}}\)

\(0.00825 ^{\{ 8 \}}\)

\(0.00728 ^{\{ 3 \}}\)

\(0.00759 ^{\{ 4 \}}\)

\(0.00794 ^{\{ 5 \}}\)

 

\(\pmb K{_3}\)(\(\hat{\alpha }\))

\(0.03728 ^{\{ 2 \}}\)

\(0.03756 ^{\{ 3 \}}\)

\(0.04308 ^{\{ 9 \}}\)

\(0.03693 ^{\{ 1 \}}\)

\(0.04343 ^{\{ 10 \}}\)

\(0.03896 ^{\{ 5 \}}\)

\(0.04116 ^{\{ 7 \}}\)

\(0.03933 ^{\{ 6 \}}\)

 

\(\pmb K{_3}\)(\(\hat{\beta }\))

\(0.03578 ^{\{ 7 \}}\)

\(0.03345 ^{\{ 1 \}}\)

\(0.03598 ^{\{ 8 \}}\)

\(0.03415 ^{\{ 3 \}}\)

\(0.03571 ^{\{ 6 \}}\)

\(0.03365 ^{\{ 2 \}}\)

\(0.03526 ^{\{ 4 \}}\)

\(0.0353 ^{\{ 5 \}}\)

 

\(\pmb K{_4}\)

\(0.01496 ^{\{ 4 \}}\)

\(0.01435 ^{\{ 1 \}}\)

\(0.01554 ^{\{ 7 \}}\)

\(0.01458 ^{\{ 2 \}}\)

\(0.01567 ^{\{ 8 \}}\)

\(0.01468 ^{\{ 3 \}}\)

\(0.01517 ^{\{ 6 \}}\)

\(0.01504 ^{\{ 5 \}}\)

 

\(\pmb K{_5}\)

\(0.02389 ^{\{ 4 \}}\)

\(0.0231 ^{\{ 1 \}}\)

\(0.02532 ^{\{ 8 \}}\)

\(0.02329 ^{\{ 2 \}}\)

\(0.02548 ^{\{ 9 \}}\)

\(0.02353 ^{\{ 3 \}}\)

\(0.02448 ^{\{ 6 \}}\)

\(0.02426 ^{\{ 5 \}}\)

 

\(\pmb K{_6}\)

\(0.00863 ^{\{ 4 \}}\)

\(0.00833 ^{\{ 1 \}}\)

\(0.00851 ^{\{ 8 \}}\)

\(0.00865 ^{\{ 2 \}}\)

\(0.00857 ^{\{ 9 \}}\)

\(0.00852 ^{\{ 3 \}}\)

\(0.00825 ^{\{ 6 \}}\)

\(0.00828 ^{\{ 5 \}}\)

 

\(\sum Ranks\)

\(41.5 ^{\{ 4 \}}\)

\(17.5 ^{\{ 1 \}}\)

\(69 ^{\{ 8 \}}\)

\(22 ^{\{ 2 \}}\)

\(73 ^{\{ 9 \}}\)

\(33 ^{\{ 3 \}}\)

\(46 ^{\{ 6 \}}\)

\(45 ^{\{ 5 \}}\)

400

\(\pmb K{_1}\)(\(\hat{\alpha }\))

\(0.04534 ^{\{ 1 \}}\)

\(0.05033 ^{\{ 5 \}}\)

\(0.05646 ^{\{ 9 \}}\)

\(0.04601 ^{\{ 2 \}}\)

\(0.05788 ^{\{ 10 \}}\)

\(0.05027 ^{\{ 4 \}}\)

\(0.05275 ^{\{ 6 \}}\)

\(0.04983 ^{\{ 3 \}}\)

 

\(\pmb K{_1}\)(\(\hat{\beta }\))

\(0.06074 ^{\{ 4 \}}\)

\(0.06194 ^{\{ 9 \}}\)

\(0.06052 ^{\{ 3 \}}\)

\(0.05861 ^{\{ 2 \}}\)

\(0.06381 ^{\{ 10 \}}\)

\(0.05825 ^{\{ 1 \}}\)

\(0.06106 ^{\{ 6 \}}\)

\(0.0618 ^{\{ 7 \}}\)

 

\(\pmb K{_2}\)(\(\hat{\alpha }\))

\(0.00329 ^{\{ 1 \}}\)

\(0.00391 ^{\{ 5 \}}\)

\(0.00503 ^{\{ 9 \}}\)

\(0.00331 ^{\{ 2 \}}\)

\(0.00523 ^{\{ 10 \}}\)

\(0.0039 ^{\{ 4 \}}\)

\(0.00444 ^{\{ 7 \}}\)

\(0.00382 ^{\{ 3 \}}\)

 

\(\pmb K{_2}\)(\(\hat{\beta }\))

\(0.0058 ^{\{ 3 \}}\)

\(0.00602 ^{\{ 7 \}}\)

\(0.00584 ^{\{ 4 \}}\)

\(0.00544 ^{\{ 2 \}}\)

\(0.00626 ^{\{ 10 \}}\)

\(0.00531 ^{\{ 1 \}}\)

\(0.00596 ^{\{ 6 \}}\)

\(0.00613 ^{\{ 9 \}}\)

 

\(\pmb K{_3}\)(\(\hat{\alpha }\))

\(0.03022 ^{\{ 1 \}}\)

\(0.03355 ^{\{ 5 \}}\)

\(0.03764 ^{\{ 9 \}}\)

\(0.03068 ^{\{ 2 \}}\)

\(0.03859 ^{\{ 10 \}}\)

\(0.03352 ^{\{ 4 \}}\)

\(0.03516 ^{\{ 6 \}}\)

\(0.03322 ^{\{ 3 \}}\)

 

\(\pmb K{_3}\)(\(\hat{\beta }\))

\(0.03037 ^{\{ 4 \}}\)

\(0.03097 ^{\{ 9 \}}\)

\(0.03026 ^{\{ 3 \}}\)

\(0.02931 ^{\{ 2 \}}\)

\(0.03191 ^{\{ 10 \}}\)

\(0.02912 ^{\{ 1 \}}\)

\(0.03053 ^{\{ 6 \}}\)

\(0.0309 ^{\{ 7 \}}\)

 

\(\pmb K{_4}\)

\(0.0126 ^{\{ 1.5 \}}\)

\(0.01311 ^{\{ 4.5 \}}\)

\(0.01327 ^{\{ 7 \}}\)

\(0.0126 ^{\{ 1.5 \}}\)

\(0.01386 ^{\{ 10 \}}\)

\(0.01271 ^{\{ 3 \}}\)

\(0.01318 ^{\{ 6 \}}\)

\(0.01311 ^{\{ 4.5 \}}\)

 

\(\pmb K{_5}\)

\(0.0201 ^{\{ 2 \}}\)

\(0.02109 ^{\{ 5 \}}\)

\(0.02163 ^{\{ 7 \}}\)

\(0.02002 ^{\{ 1 \}}\)

\(0.02258 ^{\{ 10 \}}\)

\(0.02027 ^{\{ 3 \}}\)

\(0.02112 ^{\{ 6 \}}\)

\(0.02107 ^{\{ 4 \}}\)

 

\(\pmb K{_6}\)

\(0.00739 ^{\{ 2 \}}\)

\(0.00694 ^{\{ 5 \}}\)

\(0.00719 ^{\{ 7 \}}\)

\(0.00736 ^{\{ 1 \}}\)

\(0.00727 ^{\{ 10 \}}\)

\(0.00722 ^{\{ 3 \}}\)

\(0.00696 ^{\{ 6 \}}\)

\(0.00705 ^{\{ 4 \}}\)

 

\(\sum Ranks\)

\(25.5 ^{\{ 2 \}}\)

\(50.5 ^{\{ 5 \}}\)

\(55 ^{\{ 7 \}}\)

\(21.5 ^{\{ 1 \}}\)

\(86 ^{\{ 9.5 \}}\)

\(26 ^{\{ 3 \}}\)

\(51 ^{\{ 6 \}}\)

\(43.5 ^{\{ 4 \}}\)

500

\(\pmb K{_1}\)(\(\hat{\alpha }\))

\(0.04129 ^{\{ 1 \}}\)

\(0.0467 ^{\{ 5 \}}\)

\(0.05101 ^{\{ 9 \}}\)

\(0.04306 ^{\{ 2 \}}\)

\(0.05228 ^{\{ 11 \}}\)

\(0.04705 ^{\{ 7 \}}\)

\(0.04701 ^{\{ 6 \}}\)

\(0.04612 ^{\{ 4 \}}\)

 

\(\pmb K{_1}\)(\(\hat{\beta }\))

\(0.05165 ^{\{ 1 \}}\)

\(0.05205 ^{\{ 2 \}}\)

\(0.05635 ^{\{ 8 \}}\)

\(0.05244 ^{\{ 3 \}}\)

\(0.0554 ^{\{ 7 \}}\)

\(0.05268 ^{\{ 4 \}}\)

\(0.05388 ^{\{ 5 \}}\)

\(0.05503 ^{\{ 6 \}}\)

 

\(\pmb K{_2}\)(\(\hat{\alpha }\))

\(0.00266 ^{\{ 1 \}}\)

\(0.00344 ^{\{ 5 \}}\)

\(0.00414 ^{\{ 9 \}}\)

\(0.00289 ^{\{ 2 \}}\)

\(0.0042 ^{\{ 10 \}}\)

\(0.00346 ^{\{ 6 \}}\)

\(0.00356 ^{\{ 7 \}}\)

\(0.00331 ^{\{ 3 \}}\)

 

\(\pmb K{_2}\)(\(\hat{\beta }\))

\(0.00418 ^{\{ 1 \}}\)

\(0.00429 ^{\{ 3 \}}\)

\(0.00497 ^{\{ 8 \}}\)

\(0.00428 ^{\{ 2 \}}\)

\(0.00469 ^{\{ 6 \}}\)

\(0.00433 ^{\{ 4 \}}\)

\(0.00462 ^{\{ 5 \}}\)

\(0.00485 ^{\{ 7 \}}\)

 

\(\pmb K{_3}\)(\(\hat{\alpha }\))

\(0.02752 ^{\{ 1 \}}\)

\(0.03114 ^{\{ 5 \}}\)

\(0.03401 ^{\{ 9 \}}\)

\(0.0287 ^{\{ 2 \}}\)

\(0.03485 ^{\{ 11 \}}\)

\(0.03136 ^{\{ 7 \}}\)

\(0.03134 ^{\{ 6 \}}\)

\(0.03075 ^{\{ 4 \}}\)

 

\(\pmb K{_3}\)(\(\hat{\beta }\))

\(0.02583 ^{\{ 1 \}}\)

\(0.02603 ^{\{ 2 \}}\)

\(0.02817 ^{\{ 8 \}}\)

\(0.02622 ^{\{ 3 \}}\)

\(0.0277 ^{\{ 7 \}}\)

\(0.02634 ^{\{ 4 \}}\)

\(0.02694 ^{\{ 5 \}}\)

\(0.02752 ^{\{ 6 \}}\)

 

\(\pmb K{_4}\)

\(0.01083 ^{\{ 1 \}}\)

\(0.01128 ^{\{ 3 \}}\)

\(0.01217 ^{\{ 7 \}}\)

\(0.01118 ^{\{ 2 \}}\)

\(0.01219 ^{\{ 8 \}}\)

\(0.0115 ^{\{ 4 \}}\)

\(0.01159 ^{\{ 5 \}}\)

\(0.01175 ^{\{ 6 \}}\)

 

\(\pmb K{_5}\)

\(0.01745 ^{\{ 1 \}}\)

\(0.0183 ^{\{ 3 \}}\)

\(0.01982 ^{\{ 8 \}}\)

\(0.018 ^{\{ 2 \}}\)

\(0.01988 ^{\{ 9 \}}\)

\(0.01851 ^{\{ 4 \}}\)

\(0.01865 ^{\{ 5 \}}\)

\(0.0189 ^{\{ 6 \}}\)

 

\(\pmb K{_6}\)

\(0.0064 ^{\{ 1 \}}\)

\(0.0062 ^{\{ 3 \}}\)

\(0.00636 ^{\{ 8 \}}\)

\(0.00651 ^{\{ 2 \}}\)

\(0.00633 ^{\{ 9 \}}\)

\(0.00636 ^{\{ 4 \}}\)

\(0.00608 ^{\{ 5 \}}\)

\(0.00619 ^{\{ 6 \}}\)

 

\(\sum Ranks\)

\(15 ^{\{ 1 \}}\)

\(31 ^{\{ 3 \}}\)

\(72 ^{\{ 8 \}}\)

\(26 ^{\{ 2 \}}\)

\(73 ^{\{ 9 \}}\)

\(45 ^{\{ 5.5 \}}\)

\(45 ^{\{ 5.5 \}}\)

\(44 ^{\{ 4 \}}\)

n

Est.

LTADE

MSADE

MSALDE

ADSOE

KE

MSSD

MSSLD

MSLND

30

\(\pmb K{_1}\)(\(\hat{\alpha }\))

\(0.23108 ^{\{ 12 \}}\)

\(0.22584 ^{\{ 11 \}}\)

\(0.21019 ^{\{ 8 \}}\)

\(0.30305 ^{\{ 16 \}}\)

\(0.23705 ^{\{ 13 \}}\)

\(0.26207 ^{\{ 15 \}}\)

\(0.18452 ^{\{ 2 \}}\)

\(0.26054 ^{\{ 14 \}}\)

 

\(\pmb K{_1}\)(\(\hat{\beta }\))

\(0.23705 ^{\{ 9 \}}\)

\(0.25263 ^{\{ 14 \}}\)

\(0.23621 ^{\{ 8 \}}\)

\(0.29631 ^{\{ 16 \}}\)

\(0.24103 ^{\{ 12 \}}\)

\(0.24433 ^{\{ 13 \}}\)

\(0.23808 ^{\{ 10 \}}\)

\(0.25935 ^{\{ 15 \}}\)

 

\(\pmb K{_2}\)(\(\hat{\alpha }\))

\(0.09243 ^{\{ 12 \}}\)

\(0.08592 ^{\{ 11 \}}\)

\(0.06732 ^{\{ 7 \}}\)

\(0.15065 ^{\{ 16 \}}\)

\(0.09792 ^{\{ 13 \}}\)

\(0.10894 ^{\{ 15 \}}\)

\(0.05275 ^{\{ 3 \}}\)

\(0.10281 ^{\{ 14 \}}\)

 

\(\pmb K{_2}\)(\(\hat{\beta }\))

\(0.09275 ^{\{ 10 \}}\)

\(0.10189 ^{\{ 14 \}}\)

\(0.08786 ^{\{ 8 \}}\)

\(0.17315 ^{\{ 16 \}}\)

\(0.09539 ^{\{ 11 \}}\)

\(0.09905 ^{\{ 13 \}}\)

\(0.08831 ^{\{ 9 \}}\)

\(0.11359 ^{\{ 15 \}}\)

 

\(\pmb K{_3}\)(\(\hat{\alpha }\))

\(0.15405 ^{\{ 12 \}}\)

\(0.15056 ^{\{ 11 \}}\)

\(0.14013 ^{\{ 8 \}}\)

\(0.20203 ^{\{ 16 \}}\)

\(0.15803 ^{\{ 13 \}}\)

\(0.17472 ^{\{ 15 \}}\)

\(0.12301 ^{\{ 2 \}}\)

\(0.17369 ^{\{ 14 \}}\)

 

\(\pmb K{_3}\)(\(\hat{\beta }\))

\(0.11852 ^{\{ 9 \}}\)

\(0.12631 ^{\{ 14 \}}\)

\(0.11811 ^{\{ 8 \}}\)

\(0.14816 ^{\{ 16 \}}\)

\(0.12052 ^{\{ 12 \}}\)

\(0.12217 ^{\{ 13 \}}\)

\(0.11904 ^{\{ 10 \}}\)

\(0.12967 ^{\{ 15 \}}\)

 

\(\pmb K{_4}\)

\(0.05021 ^{\{ 10 \}}\)

\(0.05522 ^{\{ 13 \}}\)

\(0.05383 ^{\{ 12 \}}\)

\(0.05853 ^{\{ 14 \}}\)

\(0.04991 ^{\{ 9 \}}\)

\(0.05946 ^{\{ 15 \}}\)

\(0.05076 ^{\{ 11 \}}\)

\(0.06175 ^{\{ 16 \}}\)

 

\(\pmb K{_5}\)

\(0.08281 ^{\{ 10 \}}\)

\(0.08824 ^{\{ 13 \}}\)

\(0.08483 ^{\{ 12 \}}\)

\(0.10292 ^{\{ 16 \}}\)

\(0.08307 ^{\{ 11 \}}\)

\(0.09612 ^{\{ 14 \}}\)

\(0.07995 ^{\{ 7 \}}\)

\(0.09888 ^{\{ 15 \}}\)

 

ASAE

\(0.15303 ^{\{ 10 \}}\)

\(0.15103 ^{\{ 13 \}}\)

\(0.0984 ^{\{ 12 \}}\)

\(0.20278 ^{\{ 16 \}}\)

\(0.18754 ^{\{ 11 \}}\)

\(0.1809 ^{\{ 14 \}}\)

\(0.07469 ^{\{ 7 \}}\)

\(0.13518 ^{\{ 15 \}}\)

 

\(\sum Ranks\)

\(97 ^{\{ 11 \}}\)

\(112 ^{\{ 13 \}}\)

\(77 ^{\{ 9 \}}\)

\(142 ^{\{ 16 \}}\)

\(109 ^{\{ 12 \}}\)

\(127 ^{\{ 14 \}}\)

\(57 ^{\{ 6 \}}\)

\(128 ^{\{ 15 \}}\)

80

\(\pmb K{_1}\)(\(\hat{\alpha }\))

\(0.14208 ^{\{ 13 \}}\)

\(0.13891 ^{\{ 12 \}}\)

\(0.11963 ^{\{ 7 \}}\)

\(0.18948 ^{\{ 16 \}}\)

\(0.13075 ^{\{ 10 \}}\)

\(0.15731 ^{\{ 15 \}}\)

\(0.1167 ^{\{ 6 \}}\)

\(0.15575 ^{\{ 14 \}}\)

 

\(\pmb K{_1}\)(\(\hat{\beta }\))

\(0.14413 ^{\{ 9 \}}\)

\(0.16552 ^{\{ 13 \}}\)

\(0.15468 ^{\{ 12 \}}\)

\(0.17808 ^{\{ 16 \}}\)

\(0.14447 ^{\{ 10 \}}\)

\(0.16965 ^{\{ 14 \}}\)

\(0.14786 ^{\{ 11 \}}\)

\(0.17086 ^{\{ 15 \}}\)

 

\(\pmb K{_2}\)(\(\hat{\alpha }\))

\(0.03221 ^{\{ 13 \}}\)

\(0.02953 ^{\{ 12 \}}\)

\(0.0224 ^{\{ 7 \}}\)

\(0.0586 ^{\{ 16 \}}\)

\(0.02826 ^{\{ 10 \}}\)

\(0.0392 ^{\{ 14 \}}\)

\(0.02143 ^{\{ 4 \}}\)

\(0.03998 ^{\{ 15 \}}\)

 

\(\pmb K{_2}\)(\(\hat{\beta }\))

\(0.03347 ^{\{ 10 \}}\)

\(0.04311 ^{\{ 13 \}}\)

\(0.03713 ^{\{ 12 \}}\)

\(0.05385 ^{\{ 16 \}}\)

\(0.03252 ^{\{ 9 \}}\)

\(0.04879 ^{\{ 15 \}}\)

\(0.03436 ^{\{ 11 \}}\)

\(0.04803 ^{\{ 14 \}}\)

 

\(\pmb K{_3}\)(\(\hat{\alpha }\))

\(0.09472 ^{\{ 13 \}}\)

\(0.0926 ^{\{ 12 \}}\)

\(0.07976 ^{\{ 7 \}}\)

\(0.12632 ^{\{ 16 \}}\)

\(0.08717 ^{\{ 10 \}}\)

\(0.10488 ^{\{ 15 \}}\)

\(0.0778 ^{\{ 6 \}}\)

\(0.10383 ^{\{ 14 \}}\)

 

\(\pmb K{_3}\)(\(\hat{\beta }\))

\(0.07207 ^{\{ 9 \}}\)

\(0.08276 ^{\{ 13 \}}\)

\(0.07734 ^{\{ 12 \}}\)

\(0.08904 ^{\{ 16 \}}\)

\(0.07224 ^{\{ 10 \}}\)

\(0.08483 ^{\{ 14 \}}\)

\(0.07393 ^{\{ 11 \}}\)

\(0.08543 ^{\{ 15 \}}\)

 

\(\pmb K{_4}\)

\(0.0311 ^{\{ 10 \}}\)

\(0.0358 ^{\{ 13 \}}\)

\(0.03336 ^{\{ 12 \}}\)

\(0.03838 ^{\{ 16 \}}\)

\(0.03042 ^{\{ 9 \}}\)

\(0.03807 ^{\{ 14 \}}\)

\(0.03147 ^{\{ 11 \}}\)

\(0.03831 ^{\{ 15 \}}\)

 

\(\pmb K{_5}\)

\(0.05156 ^{\{ 11 \}}\)

\(0.0573 ^{\{ 13 \}}\)

\(0.05282 ^{\{ 12 \}}\)

\(0.06802 ^{\{ 16 \}}\)

\(0.05018 ^{\{ 10 \}}\)

\(0.06158 ^{\{ 14 \}}\)

\(0.04979 ^{\{ 9 \}}\)

\(0.0617 ^{\{ 15 \}}\)

 

\(\pmb K{_6}\)

\(0.0286 ^{\{ 11 \}}\)

\(0.03434 ^{\{ 13 \}}\)

\(0.02529 ^{\{ 12 \}}\)

\(0.04978 ^{\{ 16 \}}\)

\(0.02918 ^{\{ 10 \}}\)

\(0.04443 ^{\{ 14 \}}\)

\(0.02621 ^{\{ 9 \}}\)

\(0.0486 ^{\{ 15 \}}\)

 

\(\sum Ranks\)

\(99 ^{\{ 12 \}}\)

\(114 ^{\{ 13 \}}\)

\(88 ^{\{ 10 \}}\)

\(144 ^{\{ 16 \}}\)

\(90 ^{\{ 11 \}}\)

\(129 ^{\{ 14 \}}\)

\(78 ^{\{ 9 \}}\)

\(132 ^{\{ 15 \}}\)

150

\(\pmb K{_1}\)(\(\hat{\alpha }\))

\(0.09918 ^{\{ 11 \}}\)

\(0.09993 ^{\{ 12 \}}\)

\(0.09316 ^{\{ 9 \}}\)

\(0.13902 ^{\{ 16 \}}\)

\(0.1014 ^{\{ 13 \}}\)

\(0.1117 ^{\{ 14 \}}\)

\(0.08767 ^{\{ 7 \}}\)

\(0.11525 ^{\{ 15 \}}\)

 

\(\pmb K{_1}\)(\(\hat{\beta }\))

\(0.10215 ^{\{ 9 \}}\)

\(0.11284 ^{\{ 13 \}}\)

\(0.11114 ^{\{ 12 \}}\)

\(0.1326 ^{\{ 16 \}}\)

\(0.10678 ^{\{ 10 \}}\)

\(0.128 ^{\{ 15 \}}\)

\(0.10803 ^{\{ 11 \}}\)

\(0.12307 ^{\{ 14 \}}\)

 

\(\pmb K{_2}\)(\(\hat{\alpha }\))

\(0.01527 ^{\{ 10 \}}\)

\(0.01641 ^{\{ 12 \}}\)

\(0.01317 ^{\{ 8 \}}\)

\(0.03249 ^{\{ 16 \}}\)

\(0.01676 ^{\{ 13 \}}\)

\(0.01932 ^{\{ 14 \}}\)

\(0.01185 ^{\{ 6 \}}\)

\(0.02093 ^{\{ 15 \}}\)

 

\(\pmb K{_2}\)(\(\hat{\beta }\))

\(0.01628 ^{\{ 8 \}}\)

\(0.02054 ^{\{ 13 \}}\)

\(0.02 ^{\{ 12 \}}\)

\(0.02863 ^{\{ 16 \}}\)

\(0.01785 ^{\{ 10 \}}\)

\(0.02568 ^{\{ 15 \}}\)

\(0.01844 ^{\{ 11 \}}\)

\(0.02418 ^{\{ 14 \}}\)

 

\(\pmb K{_3}\)(\(\hat{\alpha }\))

\(0.06612 ^{\{ 11 \}}\)

\(0.06662 ^{\{ 12 \}}\)

\(0.06211 ^{\{ 9 \}}\)

\(0.09268 ^{\{ 16 \}}\)

\(0.0676 ^{\{ 13 \}}\)

\(0.07447 ^{\{ 14 \}}\)

\(0.05845 ^{\{ 7 \}}\)

\(0.07683 ^{\{ 15 \}}\)

 

\(\pmb K{_3}\)(\(\hat{\beta }\))

\(0.05107 ^{\{ 9 \}}\)

\(0.05642 ^{\{ 13 \}}\)

\(0.05557 ^{\{ 12 \}}\)

\(0.0663 ^{\{ 16 \}}\)

\(0.05339 ^{\{ 10 \}}\)

\(0.064 ^{\{ 15 \}}\)

\(0.05402 ^{\{ 11 \}}\)

\(0.06153 ^{\{ 14 \}}\)

 

\(\pmb K{_4}\)

\(0.02202 ^{\{ 9 \}}\)

\(0.02456 ^{\{ 13 \}}\)

\(0.02413 ^{\{ 12 \}}\)

\(0.02917 ^{\{ 16 \}}\)

\(0.02313 ^{\{ 10 \}}\)

\(0.02809 ^{\{ 15 \}}\)

\(0.02323 ^{\{ 11 \}}\)

\(0.02751 ^{\{ 14 \}}\)

 

\(\pmb K{_5}\)

\(0.03684 ^{\{ 9 \}}\)

\(0.03972 ^{\{ 13 \}}\)

\(0.03858 ^{\{ 12 \}}\)

\(0.05123 ^{\{ 16 \}}\)

\(0.03816 ^{\{ 11 \}}\)

\(0.04529 ^{\{ 15 \}}\)

\(0.03696 ^{\{ 10 \}}\)

\(0.04455 ^{\{ 14 \}}\)

 

\(\pmb K{_6}\)

\(0.01438 ^{\{ 9 \}}\)

\(0.02029 ^{\{ 13 \}}\)

\(0.01684 ^{\{ 12 \}}\)

\(0.0284 ^{\{ 16 \}}\)

\(0.0154 ^{\{ 11 \}}\)

\(0.02113 ^{\{ 15 \}}\)

\(0.01617 ^{\{ 10 \}}\)

\(0.0216 ^{\{ 14 \}}\)

 

\(\sum Ranks\)

\(85 ^{\{ 9.5 \}}\)

\(114 ^{\{ 13 \}}\)

\(98 ^{\{ 11 \}}\)

\(144 ^{\{ 16 \}}\)

\(100 ^{\{ 12 \}}\)

\(131 ^{\{ 15 \}}\)

\(85 ^{\{ 9.5 \}}\)

\(130 ^{\{ 14 \}}\)

300

\(\pmb K{_1}\)(\(\hat{\alpha }\))

\(0.06559 ^{\{ 11 \}}\)

\(0.06909 ^{\{ 13 \}}\)

\(0.06295 ^{\{ 8 \}}\)

\(0.1108 ^{\{ 16 \}}\)

\(0.06835 ^{\{ 12 \}}\)

\(0.07748 ^{\{ 14 \}}\)

\(0.05778 ^{\{ 4 \}}\)

\(0.07834 ^{\{ 15 \}}\)

 

\(\pmb K{_1}\)(\(\hat{\beta }\))

\(0.07434 ^{\{ 11 \}}\)

\(0.08683 ^{\{ 13 \}}\)

\(0.08068 ^{\{ 12 \}}\)

\(0.09814 ^{\{ 16 \}}\)

\(0.07398 ^{\{ 10 \}}\)

\(0.09065 ^{\{ 14 \}}\)

\(0.07352 ^{\{ 9 \}}\)

\(0.0908 ^{\{ 15 \}}\)

 

\(\pmb K{_2}\)(\(\hat{\alpha }\))

\(0.00704 ^{\{ 11 \}}\)

\(0.00755 ^{\{ 13 \}}\)

\(0.00621 ^{\{ 8 \}}\)

\(0.01986 ^{\{ 16 \}}\)

\(0.00723 ^{\{ 12 \}}\)

\(0.00966 ^{\{ 14 \}}\)

\(0.00522 ^{\{ 4 \}}\)

\(0.00981 ^{\{ 15 \}}\)

 

\(\pmb K{_2}\)(\(\hat{\beta }\))

\(0.00875 ^{\{ 11 \}}\)

\(0.01203 ^{\{ 13 \}}\)

\(0.00999 ^{\{ 12 \}}\)

\(0.01525 ^{\{ 16 \}}\)

\(0.00849 ^{\{ 10 \}}\)

\(0.01296 ^{\{ 15 \}}\)

\(0.00846 ^{\{ 9 \}}\)

\(0.01283 ^{\{ 14 \}}\)

 

\(\pmb K{_3}\)(\(\hat{\alpha }\))

\(0.04372 ^{\{ 11 \}}\)

\(0.04606 ^{\{ 13 \}}\)

\(0.04196 ^{\{ 8 \}}\)

\(0.07387 ^{\{ 16 \}}\)

\(0.04557 ^{\{ 12 \}}\)

\(0.05165 ^{\{ 14 \}}\)

\(0.03852 ^{\{ 4 \}}\)

\(0.05223 ^{\{ 15 \}}\)

 

\(\pmb K{_3}\)(\(\hat{\beta }\))

\(0.03717 ^{\{ 11 \}}\)

\(0.04342 ^{\{ 13 \}}\)

\(0.04034 ^{\{ 12 \}}\)

\(0.04907 ^{\{ 16 \}}\)

\(0.03699 ^{\{ 10 \}}\)

\(0.04532 ^{\{ 14 \}}\)

\(0.03676 ^{\{ 9 \}}\)

\(0.0454 ^{\{ 15 \}}\)

 

\(\pmb K{_4}\)

\(0.01603 ^{\{ 10 \}}\)

\(0.01835 ^{\{ 13 \}}\)

\(0.01729 ^{\{ 12 \}}\)

\(0.0218 ^{\{ 16 \}}\)

\(0.01613 ^{\{ 11 \}}\)

\(0.01985 ^{\{ 14 \}}\)

\(0.0157 ^{\{ 9 \}}\)

\(0.0199 ^{\{ 15 \}}\)

 

\(\pmb K{_5}\)

\(0.02629 ^{\{ 10 \}}\)

\(0.02943 ^{\{ 13 \}}\)

\(0.02754 ^{\{ 12 \}}\)

\(0.03905 ^{\{ 16 \}}\)

\(0.02637 ^{\{ 11 \}}\)

\(0.03188 ^{\{ 14 \}}\)

\(0.02504 ^{\{ 7 \}}\)

\(0.03204 ^{\{ 15 \}}\)

 

\(\pmb K{_6}\)

\(0.00955 ^{\{ 10 \}}\)

\(0.01197 ^{\{ 13 \}}\)

\(0.01115 ^{\{ 12 \}}\)

\(0.01828 ^{\{ 16 \}}\)

\(0.0093 ^{\{ 11 \}}\)

\(0.01323 ^{\{ 14 \}}\)

\(0.01035 ^{\{ 7 \}}\)

\(0.01355 ^{\{ 15 \}}\)

 

\(\sum Ranks\)

\(96 ^{\{ 10.5 \}}\)

\(117 ^{\{ 13 \}}\)

\(96 ^{\{ 10.5 \}}\)

\(144 ^{\{ 16 \}}\)

\(97 ^{\{ 12 \}}\)

\(127 ^{\{ 14 \}}\)

\(66 ^{\{ 7 \}}\)

\(134 ^{\{ 15 \}}\)

400

\(\pmb K{_1}\)(\(\hat{\alpha }\))

\(0.05971 ^{\{ 11 \}}\)

\(0.0612 ^{\{ 13 \}}\)

\(0.05461 ^{\{ 8 \}}\)

\(0.09201 ^{\{ 16 \}}\)

\(0.05986 ^{\{ 12 \}}\)

\(0.06655 ^{\{ 15 \}}\)

\(0.05308 ^{\{ 7 \}}\)

\(0.06629 ^{\{ 14 \}}\)

 

\(\pmb K{_1}\)(\(\hat{\beta }\))

\(0.0609 ^{\{ 5 \}}\)

\(0.07248 ^{\{ 13 \}}\)

\(0.07159 ^{\{ 12 \}}\)

\(0.08484 ^{\{ 16 \}}\)

\(0.06182 ^{\{ 8 \}}\)

\(0.07748 ^{\{ 14 \}}\)

\(0.06866 ^{\{ 11 \}}\)

\(0.08166 ^{\{ 15 \}}\)

 

\(\pmb K{_2}\)(\(\hat{\alpha }\))

\(0.00555 ^{\{ 11 \}}\)

\(0.00568 ^{\{ 12 \}}\)

\(0.00456 ^{\{ 8 \}}\)

\(0.01436 ^{\{ 16 \}}\)

\(0.00576 ^{\{ 13 \}}\)

\(0.00688 ^{\{ 15 \}}\)

\(0.00436 ^{\{ 6 \}}\)

\(0.00675 ^{\{ 14 \}}\)

 

\(\pmb K{_2}\)(\(\hat{\beta }\))

\(0.00593 ^{\{ 5 \}}\)

\(0.00832 ^{\{ 13 \}}\)

\(0.00796 ^{\{ 12 \}}\)

\(0.01143 ^{\{ 16 \}}\)

\(0.00611 ^{\{ 8 \}}\)

\(0.00957 ^{\{ 14 \}}\)

\(0.00739 ^{\{ 11 \}}\)

\(0.01023 ^{\{ 15 \}}\)

 

\(\pmb K{_3}\)(\(\hat{\alpha }\))

\(0.03981 ^{\{ 11 \}}\)

\(0.0408 ^{\{ 13 \}}\)

\(0.03641 ^{\{ 8 \}}\)

\(0.06134 ^{\{ 16 \}}\)

\(0.03991 ^{\{ 12 \}}\)

\(0.04437 ^{\{ 15 \}}\)

\(0.03539 ^{\{ 7 \}}\)

\(0.04419 ^{\{ 14 \}}\)

 

\(\pmb K{_3}\)(\(\hat{\beta }\))

\(0.03045 ^{\{ 5 \}}\)

\(0.03624 ^{\{ 13 \}}\)

\(0.0358 ^{\{ 12 \}}\)

\(0.04242 ^{\{ 16 \}}\)

\(0.03091 ^{\{ 8 \}}\)

\(0.03874 ^{\{ 14 \}}\)

\(0.03433 ^{\{ 11 \}}\)

\(0.04083 ^{\{ 15 \}}\)

 

\(\pmb K{_4}\)

\(0.01338 ^{\{ 8 \}}\)

\(0.01565 ^{\{ 13 \}}\)

\(0.01514 ^{\{ 12 \}}\)

\(0.01874 ^{\{ 16 \}}\)

\(0.01367 ^{\{ 9 \}}\)

\(0.0169 ^{\{ 14 \}}\)

\(0.01448 ^{\{ 11 \}}\)

\(0.0176 ^{\{ 15 \}}\)

 

\(\pmb K{_5}\)

\(0.02228 ^{\{ 8 \}}\)

\(0.02504 ^{\{ 13 \}}\)

\(0.02413 ^{\{ 12 \}}\)

\(0.03347 ^{\{ 16 \}}\)

\(0.02237 ^{\{ 9 \}}\)

\(0.02721 ^{\{ 14 \}}\)

\(0.02312 ^{\{ 11 \}}\)

\(0.02817 ^{\{ 15 \}}\)

 

\(\pmb K{_6}\)

\(0.00807 ^{\{ 8 \}}\)

\(0.01018 ^{\{ 13 \}}\)

\(0.00947 ^{\{ 12 \}}\)

\(0.01509 ^{\{ 16 \}}\)

\(0.0078 ^{\{ 9 \}}\)

\(0.01131 ^{\{ 14 \}}\)

\(0.00889 ^{\{ 11 \}}\)

\(0.01133 ^{\{ 15 \}}\)

 

\(\sum Ranks\)

\(74 ^{\{ 8 \}}\)

\(116 ^{\{ 13 \}}\)

\(96 ^{\{ 12 \}}\)

\(144 ^{\{ 16 \}}\)

\(88 ^{\{ 11 \}}\)

\(129 ^{\{ 14 \}}\)

\(86 ^{\{ 9.5 \}}\)

\(132 ^{\{ 15 \}}\)

500

\(\pmb K{_1}\)(\(\hat{\alpha }\))

\(0.05189 ^{\{ 10 \}}\)

\(0.05244 ^{\{ 12 \}}\)

\(0.05098 ^{\{ 8 \}}\)

\(0.08797 ^{\{ 16 \}}\)

\(0.05261 ^{\{ 13 \}}\)

\(0.05864 ^{\{ 14 \}}\)

\(0.04603 ^{\{ 3 \}}\)

\(0.05977 ^{\{ 15 \}}\)

 

\(\pmb K{_1}\)(\(\hat{\beta }\))

\(0.05674 ^{\{ 10 \}}\)

\(0.06384 ^{\{ 13 \}}\)

\(0.06241 ^{\{ 12 \}}\)

\(0.07671 ^{\{ 16 \}}\)

\(0.05655 ^{\{ 9 \}}\)

\(0.07096 ^{\{ 15 \}}\)

\(0.05775 ^{\{ 11 \}}\)

\(0.06872 ^{\{ 14 \}}\)

 

\(\pmb K{_2}\)(\(\hat{\alpha }\))

\(0.00426 ^{\{ 11 \}}\)

\(0.00432 ^{\{ 12 \}}\)

\(0.00403 ^{\{ 8 \}}\)

\(0.0131 ^{\{ 16 \}}\)

\(0.00445 ^{\{ 13 \}}\)

\(0.00529 ^{\{ 14 \}}\)

\(0.00334 ^{\{ 4 \}}\)

\(0.00551 ^{\{ 15 \}}\)

 

\(\pmb K{_2}\)(\(\hat{\beta }\))

\(0.00504 ^{\{ 9.5 \}}\)

\(0.0065 ^{\{ 13 \}}\)

\(0.00613 ^{\{ 12 \}}\)

\(0.00944 ^{\{ 16 \}}\)

\(0.00504 ^{\{ 9.5 \}}\)

\(0.00806 ^{\{ 15 \}}\)

\(0.00525 ^{\{ 11 \}}\)

\(0.00738 ^{\{ 14 \}}\)

 

\(\pmb K{_3}\)(\(\hat{\alpha }\))

\(0.03459 ^{\{ 10 \}}\)

\(0.03496 ^{\{ 12 \}}\)

\(0.03399 ^{\{ 8 \}}\)

\(0.05865 ^{\{ 16 \}}\)

\(0.03507 ^{\{ 13 \}}\)

\(0.0391 ^{\{ 14 \}}\)

\(0.03069 ^{\{ 3 \}}\)

\(0.03985 ^{\{ 15 \}}\)

 

\(\pmb K{_3}\)(\(\hat{\beta }\))

\(0.02837 ^{\{ 10 \}}\)

\(0.03192 ^{\{ 13 \}}\)

\(0.03121 ^{\{ 12 \}}\)

\(0.03836 ^{\{ 16 \}}\)

\(0.02827 ^{\{ 9 \}}\)

\(0.03548 ^{\{ 15 \}}\)

\(0.02888 ^{\{ 11 \}}\)

\(0.03436 ^{\{ 14 \}}\)

 

\(\pmb K{_4}\)

\(0.01222 ^{\{ 9 \}}\)

\(0.01369 ^{\{ 13 \}}\)

\(0.01335 ^{\{ 12 \}}\)

\(0.01716 ^{\{ 16 \}}\)

\(0.0123 ^{\{ 11 \}}\)

\(0.01533 ^{\{ 15 \}}\)

\(0.01228 ^{\{ 10 \}}\)

\(0.01502 ^{\{ 14 \}}\)

 

\(\pmb K{_5}\)

\(0.02022 ^{\{ 10.5 \}}\)

\(0.02198 ^{\{ 13 \}}\)

\(0.02131 ^{\{ 12 \}}\)

\(0.0309 ^{\{ 16 \}}\)

\(0.02022 ^{\{ 10.5 \}}\)

\(0.02453 ^{\{ 15 \}}\)

\(0.01966 ^{\{ 7 \}}\)

\(0.02416 ^{\{ 14 \}}\)

 

\(\pmb K{_6}\)

\(0.00691 ^{\{ 10.5 \}}\)

\(0.00896 ^{\{ 13 \}}\)

\(0.00839 ^{\{ 12 \}}\)

\(0.0139 ^{\{ 16 \}}\)

\(0.00699 ^{\{ 10.5 \}}\)

\(0.00993 ^{\{ 15 \}}\)

\(0.0077 ^{\{ 7 \}}\)

\(0.00982 ^{\{ 14 \}}\)

 

\(\sum Ranks\)

\(89 ^{\{ 10 \}}\)

\(114 ^{\{ 13 \}}\)

\(96 ^{\{ 11 \}}\)

\(144 ^{\{ 16 \}}\)

\(98 ^{\{ 12 \}}\)

\(132 ^{\{ 15 \}}\)

\(71 ^{\{ 7 \}}\)

\(129 ^{\{ 14 \}}\)