Table 9 Numerical values of simulation measures for \(\alpha =0.9,~\beta =2.5\) 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

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

\(0.10608 ^{\{ 3 \}}\)

\(0.10182 ^{\{ 1 \}}\)

\(0.13814 ^{\{ 8 \}}\)

\(0.12037 ^{\{ 6 \}}\)

\(0.13912 ^{\{ 10 \}}\)

\(0.15341 ^{\{ 12 \}}\)

\(0.1036 ^{\{ 2 \}}\)

\(0.12296 ^{\{ 7 \}}\)

 

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

\(0.25391 ^{\{ 5 \}}\)

\(0.30736 ^{\{ 11 \}}\)

\(0.26074 ^{\{ 6 \}}\)

\(0.23677 ^{\{ 3 \}}\)

\(0.23656 ^{\{ 2 \}}\)

\(0.22259 ^{\{ 1 \}}\)

\(0.28984 ^{\{ 9 \}}\)

\(0.29083 ^{\{ 10 \}}\)

 

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

\(0.01857 ^{\{ 2 \}}\)

\(0.01708 ^{\{ 1 \}}\)

\(0.03471 ^{\{ 11 \}}\)

\(0.02236 ^{\{ 6 \}}\)

\(0.03001 ^{\{ 8 \}}\)

\(0.03678 ^{\{ 12 \}}\)

\(0.01898 ^{\{ 3 \}}\)

\(0.02603 ^{\{ 7 \}}\)

 

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

\(0.10943 ^{\{ 5 \}}\)

\(0.15305 ^{\{ 11 \}}\)

\(0.11365 ^{\{ 6 \}}\)

\(0.08887 ^{\{ 2 \}}\)

\(0.10033 ^{\{ 4 \}}\)

\(0.07581 ^{\{ 1 \}}\)

\(0.13434 ^{\{ 10 \}}\)

\(0.13374 ^{\{ 9 \}}\)

 

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

\(0.11787 ^{\{ 3 \}}\)

\(0.11313 ^{\{ 1 \}}\)

\(0.15349 ^{\{ 8 \}}\)

\(0.13375 ^{\{ 6 \}}\)

\(0.15458 ^{\{ 10 \}}\)

\(0.17046 ^{\{ 12 \}}\)

\(0.11511 ^{\{ 2 \}}\)

\(0.13662 ^{\{ 7 \}}\)

 

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

\(0.10157 ^{\{ 5 \}}\)

\(0.12294 ^{\{ 11 \}}\)

\(0.1043 ^{\{ 6 \}}\)

\(0.09471 ^{\{ 3 \}}\)

\(0.09462 ^{\{ 2 \}}\)

\(0.08903 ^{\{ 1 \}}\)

\(0.11593 ^{\{ 9 \}}\)

\(0.11633 ^{\{ 10 \}}\)

 

\(\pmb K{_4}\)

\(0.04368 ^{\{ 1 \}}\)

\(0.04841 ^{\{ 7 \}}\)

\(0.04529 ^{\{ 2 \}}\)

\(0.04658 ^{\{ 5 \}}\)

\(0.04562 ^{\{ 3 \}}\)

\(0.04944 ^{\{ 9 \}}\)

\(0.04836 ^{\{ 6 \}}\)

\(0.05033 ^{\{ 10 \}}\)

 

\(\pmb K{_5}\)

\(0.07057 ^{\{ 1 \}}\)

\(0.07594 ^{\{ 8 \}}\)

\(0.07436 ^{\{ 3 \}}\)

\(0.07519 ^{\{ 4 \}}\)

\(0.07534 ^{\{ 5 \}}\)

\(0.08111 ^{\{ 10 \}}\)

\(0.07564 ^{\{ 6 \}}\)

\(0.08091 ^{\{ 9 \}}\)

 

\(\pmb K{_6}\)

\(0.03443 ^{\{ 1 \}}\)

\(0.03316 ^{\{ 8 \}}\)

\(0.03478 ^{\{ 3 \}}\)

\(0.0316 ^{\{ 4 \}}\)

\(0.03345 ^{\{ 5 \}}\)

\(0.02938 ^{\{ 10 \}}\)

\(0.03102 ^{\{ 6 \}}\)

\(0.03152 ^{\{ 9 \}}\)

 

\(\sum Ranks\)

\(32 ^{\{ 1 \}}\)

\(56 ^{\{ 6 \}}\)

\(58 ^{\{ 7 \}}\)

\(39 ^{\{ 2 \}}\)

\(50 ^{\{ 5 \}}\)

\(59 ^{\{ 8 \}}\)

\(49 ^{\{ 4 \}}\)

\(72 ^{\{ 10 \}}\)

80

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

\(0.06617 ^{\{ 2 \}}\)

\(0.07039 ^{\{ 4 \}}\)

\(0.07998 ^{\{ 9 \}}\)

\(0.06564 ^{\{ 1 \}}\)

\(0.07969 ^{\{ 7 \}}\)

\(0.09965 ^{\{ 15 \}}\)

\(0.07981 ^{\{ 8 \}}\)

\(0.06999 ^{\{ 3 \}}\)

 

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

\(0.14858 ^{\{ 1 \}}\)

\(0.16162 ^{\{ 3 \}}\)

\(0.17484 ^{\{ 6 \}}\)

\(0.17248 ^{\{ 5 \}}\)

\(0.15808 ^{\{ 2 \}}\)

\(0.18935 ^{\{ 11 \}}\)

\(0.16313 ^{\{ 4 \}}\)

\(0.19112 ^{\{ 12 \}}\)

 

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

\(0.00706 ^{\{ 2 \}}\)

\(0.0084 ^{\{ 5 \}}\)

\(0.0104 ^{\{ 8 \}}\)

\(0.00643 ^{\{ 1 \}}\)

\(0.00905 ^{\{ 7 \}}\)

\(0.01496 ^{\{ 15 \}}\)

\(0.01053 ^{\{ 10 \}}\)

\(0.00758 ^{\{ 3 \}}\)

 

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

\(0.03496 ^{\{ 1 \}}\)

\(0.03943 ^{\{ 2 \}}\)

\(0.0469 ^{\{ 6 \}}\)

\(0.04577 ^{\{ 5 \}}\)

\(0.04229 ^{\{ 4 \}}\)

\(0.05086 ^{\{ 9 \}}\)

\(0.04007 ^{\{ 3 \}}\)

\(0.05422 ^{\{ 11 \}}\)

 

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

\(0.07352 ^{\{ 2 \}}\)

\(0.07822 ^{\{ 4 \}}\)

\(0.08886 ^{\{ 9 \}}\)

\(0.07293 ^{\{ 1 \}}\)

\(0.08854 ^{\{ 7 \}}\)

\(0.11072 ^{\{ 15 \}}\)

\(0.08868 ^{\{ 8 \}}\)

\(0.07777 ^{\{ 3 \}}\)

 

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

\(0.05943 ^{\{ 1 \}}\)

\(0.06465 ^{\{ 3 \}}\)

\(0.06994 ^{\{ 6 \}}\)

\(0.06899 ^{\{ 5 \}}\)

\(0.06323 ^{\{ 2 \}}\)

\(0.07574 ^{\{ 11 \}}\)

\(0.06525 ^{\{ 4 \}}\)

\(0.07645 ^{\{ 12 \}}\)

 

\(\pmb K{_4}\)

\(0.02512 ^{\{ 1 \}}\)

\(0.02869 ^{\{ 3 \}}\)

\(0.02967 ^{\{ 5 \}}\)

\(0.03015 ^{\{ 7 \}}\)

\(0.02826 ^{\{ 2 \}}\)

\(0.03868 ^{\{ 16 \}}\)

\(0.02974 ^{\{ 6 \}}\)

\(0.03218 ^{\{ 9 \}}\)

 

\(\pmb K{_5}\)

\(0.04055 ^{\{ 1 \}}\)

\(0.04599 ^{\{ 2 \}}\)

\(0.04811 ^{\{ 6 \}}\)

\(0.04763 ^{\{ 4 \}}\)

\(0.04624 ^{\{ 3 \}}\)

\(0.06065 ^{\{ 14 \}}\)

\(0.04782 ^{\{ 5 \}}\)

\(0.05093 ^{\{ 8 \}}\)

 

\(\pmb K{_6}\)

\(0.01791 ^{\{ 1 \}}\)

\(0.0173 ^{\{ 2 \}}\)

\(0.01875 ^{\{ 6 \}}\)

\(0.01696 ^{\{ 4 \}}\)

\(0.01943 ^{\{ 3 \}}\)

\(0.01728 ^{\{ 14 \}}\)

\(0.01724 ^{\{ 5 \}}\)

\(0.01738 ^{\{ 8 \}}\)

 

\(\sum Ranks\)

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

\(30 ^{\{ 2.5 \}}\)

\(62 ^{\{ 6 \}}\)

\(30 ^{\{ 2.5 \}}\)

\(42 ^{\{ 4 \}}\)

\(109 ^{\{ 13 \}}\)

\(50 ^{\{ 5 \}}\)

\(66 ^{\{ 8 \}}\)

150

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

\(0.04287 ^{\{ 1 \}}\)

\(0.04974 ^{\{ 2 \}}\)

\(0.05757 ^{\{ 7 \}}\)

\(0.05101 ^{\{ 3 \}}\)

\(0.06124 ^{\{ 11 \}}\)

\(0.06273 ^{\{ 13 \}}\)

\(0.0512 ^{\{ 4 \}}\)

\(0.05626 ^{\{ 6 \}}\)

 

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

\(0.10969 ^{\{ 1 \}}\)

\(0.12049 ^{\{ 5 \}}\)

\(0.13119 ^{\{ 9 \}}\)

\(0.11262 ^{\{ 2 \}}\)

\(0.11924 ^{\{ 4 \}}\)

\(0.1246 ^{\{ 7 \}}\)

\(0.12904 ^{\{ 8 \}}\)

\(0.11887 ^{\{ 3 \}}\)

 

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

\(0.00281 ^{\{ 1 \}}\)

\(0.00377 ^{\{ 2 \}}\)

\(0.00535 ^{\{ 6 \}}\)

\(0.00384 ^{\{ 3 \}}\)

\(0.00622 ^{\{ 11 \}}\)

\(0.00616 ^{\{ 10 \}}\)

\(0.00404 ^{\{ 4 \}}\)

\(0.00547 ^{\{ 7.5 \}}\)

 

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

\(0.01988 ^{\{ 1 \}}\)

\(0.02282 ^{\{ 4 \}}\)

\(0.02661 ^{\{ 9 \}}\)

\(0.02042 ^{\{ 2 \}}\)

\(0.02119 ^{\{ 3 \}}\)

\(0.02394 ^{\{ 7 \}}\)

\(0.02533 ^{\{ 8 \}}\)

\(0.02321 ^{\{ 6 \}}\)

 

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

\(0.04764 ^{\{ 1 \}}\)

\(0.05527 ^{\{ 2 \}}\)

\(0.06397 ^{\{ 7 \}}\)

\(0.05668 ^{\{ 3 \}}\)

\(0.06805 ^{\{ 11 \}}\)

\(0.0697 ^{\{ 13 \}}\)

\(0.05689 ^{\{ 4 \}}\)

\(0.06251 ^{\{ 6 \}}\)

 

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

\(0.04388 ^{\{ 1 \}}\)

\(0.0482 ^{\{ 5 \}}\)

\(0.05247 ^{\{ 9 \}}\)

\(0.04505 ^{\{ 2 \}}\)

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

\(0.04984 ^{\{ 7 \}}\)

\(0.05161 ^{\{ 8 \}}\)

\(0.04755 ^{\{ 3 \}}\)

 

\(\pmb K{_4}\)

\(0.01971 ^{\{ 1 \}}\)

\(0.02116 ^{\{ 4 \}}\)

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

\(0.02007 ^{\{ 2 \}}\)

\(0.02236 ^{\{ 7 \}}\)

\(0.02407 ^{\{ 12 \}}\)

\(0.02239 ^{\{ 8 \}}\)

\(0.0208 ^{\{ 3 \}}\)

 

\(\pmb K{_5}\)

\(0.03086 ^{\{ 1 \}}\)

\(0.03373 ^{\{ 3 \}}\)

\(0.03564 ^{\{ 5 \}}\)

\(0.03265 ^{\{ 2 \}}\)

\(0.03633 ^{\{ 7 \}}\)

\(0.03849 ^{\{ 11 \}}\)

\(0.03566 ^{\{ 6 \}}\)

\(0.03395 ^{\{ 4 \}}\)

 

\(\pmb K{_6}\)

\(0.01207 ^{\{ 1 \}}\)

\(0.01156 ^{\{ 3 \}}\)

\(0.01277 ^{\{ 5 \}}\)

\(0.01229 ^{\{ 2 \}}\)

\(0.01277 ^{\{ 7 \}}\)

\(0.01184 ^{\{ 11 \}}\)

\(0.01113 ^{\{ 6 \}}\)

\(0.01199 ^{\{ 4 \}}\)

 

\(\sum Ranks\)

\(13 ^{\{ 1 \}}\)

\(29 ^{\{ 3 \}}\)

\(64 ^{\{ 6 \}}\)

\(25 ^{\{ 2 \}}\)

\(66 ^{\{ 7 \}}\)

\(83 ^{\{ 10 \}}\)

\(51 ^{\{ 5 \}}\)

\(42.5 ^{\{ 4 \}}\)

300

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

\(0.03574 ^{\{ 3 \}}\)

\(0.03508 ^{\{ 2 \}}\)

\(0.04609 ^{\{ 12 \}}\)

\(0.03301 ^{\{ 1 \}}\)

\(0.04217 ^{\{ 10 \}}\)

\(0.05837 ^{\{ 15 \}}\)

\(0.03693 ^{\{ 4 \}}\)

\(0.04101 ^{\{ 9 \}}\)

 

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

\(0.07413 ^{\{ 1 \}}\)

\(0.08575 ^{\{ 6 \}}\)

\(0.09093 ^{\{ 7 \}}\)

\(0.09373 ^{\{ 11 \}}\)

\(0.09289 ^{\{ 8 \}}\)

\(0.0825 ^{\{ 2 \}}\)

\(0.08449 ^{\{ 4 \}}\)

\(0.0833 ^{\{ 3 \}}\)

 

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

\(0.00201 ^{\{ 3 \}}\)

\(0.00193 ^{\{ 2 \}}\)

\(0.00318 ^{\{ 11 \}}\)

\(0.00177 ^{\{ 1 \}}\)

\(0.00299 ^{\{ 10 \}}\)

\(0.00501 ^{\{ 15 \}}\)

\(0.00211 ^{\{ 4 \}}\)

\(0.00233 ^{\{ 7 \}}\)

 

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

\(0.00927 ^{\{ 1 \}}\)

\(0.01158 ^{\{ 6 \}}\)

\(0.01299 ^{\{ 7 \}}\)

\(0.01331 ^{\{ 8 \}}\)

\(0.0144 ^{\{ 11 \}}\)

\(0.01001 ^{\{ 2 \}}\)

\(0.01017 ^{\{ 3 \}}\)

\(0.01122 ^{\{ 5 \}}\)

 

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

\(0.03971 ^{\{ 3 \}}\)

\(0.03898 ^{\{ 2 \}}\)

\(0.05121 ^{\{ 12 \}}\)

\(0.03668 ^{\{ 1 \}}\)

\(0.04686 ^{\{ 10 \}}\)

\(0.06485 ^{\{ 15 \}}\)

\(0.04103 ^{\{ 4 \}}\)

\(0.04556 ^{\{ 9 \}}\)

 

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

\(0.02965 ^{\{ 1 \}}\)

\(0.0343 ^{\{ 6 \}}\)

\(0.03637 ^{\{ 7 \}}\)

\(0.03749 ^{\{ 11 \}}\)

\(0.03716 ^{\{ 8 \}}\)

\(0.033 ^{\{ 2 \}}\)

\(0.0338 ^{\{ 4 \}}\)

\(0.03332 ^{\{ 3 \}}\)

 

\(\pmb K{_4}\)

\(0.01395 ^{\{ 1 \}}\)

\(0.01445 ^{\{ 2 \}}\)

\(0.01533 ^{\{ 6 \}}\)

\(0.01611 ^{\{ 9 \}}\)

\(0.01604 ^{\{ 8 \}}\)

\(0.01858 ^{\{ 14 \}}\)

\(0.01489 ^{\{ 3 \}}\)

\(0.015 ^{\{ 4 \}}\)

 

\(\pmb K{_5}\)

\(0.02212 ^{\{ 1 \}}\)

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

\(0.02583 ^{\{ 8 \}}\)

\(0.02517 ^{\{ 6 \}}\)

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

\(0.03016 ^{\{ 14 \}}\)

\(0.02393 ^{\{ 3 \}}\)

\(0.02456 ^{\{ 4 \}}\)

 

\(\pmb K{_6}\)

\(0.00733 ^{\{ 1 \}}\)

\(0.00757 ^{\{ 2 \}}\)

\(0.00841 ^{\{ 8 \}}\)

\(0.00789 ^{\{ 6 \}}\)

\(0.00783 ^{\{ 9 \}}\)

\(0.00842 ^{\{ 14 \}}\)

\(0.00747 ^{\{ 3 \}}\)

\(0.00769 ^{\{ 4 \}}\)

 

\(\sum Ranks\)

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

\(31 ^{\{ 2.5 \}}\)

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

\(54 ^{\{ 5 \}}\)

\(79 ^{\{ 10 \}}\)

\(87 ^{\{ 11 \}}\)

\(31 ^{\{ 2.5 \}}\)

\(48 ^{\{ 4 \}}\)

400

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

\(0.02643 ^{\{ 1 \}}\)

\(0.03491 ^{\{ 6 \}}\)

\(0.03775 ^{\{ 11 \}}\)

\(0.02727 ^{\{ 2 \}}\)

\(0.036 ^{\{ 8 \}}\)

\(0.04426 ^{\{ 15 \}}\)

\(0.03415 ^{\{ 5 \}}\)

\(0.03747 ^{\{ 10 \}}\)

 

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

\(0.07406 ^{\{ 6 \}}\)

\(0.07465 ^{\{ 7 \}}\)

\(0.06949 ^{\{ 2 \}}\)

\(0.0791 ^{\{ 10 \}}\)

\(0.0846 ^{\{ 11 \}}\)

\(0.0768 ^{\{ 8 \}}\)

\(0.06856 ^{\{ 1 \}}\)

\(0.07306 ^{\{ 5 \}}\)

 

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

\(0.00113 ^{\{ 2 \}}\)

\(0.0018 ^{\{ 6 \}}\)

\(0.00222 ^{\{ 11 \}}\)

\(0.00112 ^{\{ 1 \}}\)

\(0.00202 ^{\{ 7 \}}\)

\(0.003 ^{\{ 15 \}}\)

\(0.00175 ^{\{ 5 \}}\)

\(0.00209 ^{\{ 9 \}}\)

 

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

\(0.00822 ^{\{ 3 \}}\)

\(0.00835 ^{\{ 4 \}}\)

\(0.00848 ^{\{ 5.5 \}}\)

\(0.00952 ^{\{ 10 \}}\)

\(0.01089 ^{\{ 11 \}}\)

\(0.00932 ^{\{ 8 \}}\)

\(0.00717 ^{\{ 1 \}}\)

\(0.00848 ^{\{ 5.5 \}}\)

 

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

\(0.02937 ^{\{ 1 \}}\)

\(0.03879 ^{\{ 6 \}}\)

\(0.04195 ^{\{ 11 \}}\)

\(0.0303 ^{\{ 2 \}}\)

\(0.04 ^{\{ 8 \}}\)

\(0.04918 ^{\{ 15 \}}\)

\(0.03794 ^{\{ 5 \}}\)

\(0.04164 ^{\{ 10 \}}\)

 

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

\(0.02962 ^{\{ 6 \}}\)

\(0.02986 ^{\{ 7 \}}\)

\(0.0278 ^{\{ 2 \}}\)

\(0.03164 ^{\{ 10 \}}\)

\(0.03384 ^{\{ 11 \}}\)

\(0.03072 ^{\{ 8 \}}\)

\(0.02742 ^{\{ 1 \}}\)

\(0.02923 ^{\{ 5 \}}\)

 

\(\pmb K{_4}\)

\(0.01298 ^{\{ 4 \}}\)

\(0.01362 ^{\{ 7 \}}\)

\(0.01257 ^{\{ 2 \}}\)

\(0.01374 ^{\{ 9 \}}\)

\(0.01432 ^{\{ 10 \}}\)

\(0.01604 ^{\{ 11 \}}\)

\(0.0122 ^{\{ 1 \}}\)

\(0.01312 ^{\{ 5 \}}\)

 

\(\pmb K{_5}\)

\(0.02031 ^{\{ 2 \}}\)

\(0.02173 ^{\{ 7 \}}\)

\(0.02064 ^{\{ 4 \}}\)

\(0.02144 ^{\{ 6 \}}\)

\(0.02326 ^{\{ 10 \}}\)

\(0.02553 ^{\{ 12 \}}\)

\(0.01981 ^{\{ 1 \}}\)

\(0.02121 ^{\{ 5 \}}\)

 

\(\pmb K{_6}\)

\(0.00649 ^{\{ 2 \}}\)

\(0.00633 ^{\{ 7 \}}\)

\(0.00685 ^{\{ 4 \}}\)

\(0.00641 ^{\{ 6 \}}\)

\(0.00659 ^{\{ 10 \}}\)

\(0.00666 ^{\{ 12 \}}\)

\(0.00578 ^{\{ 1 \}}\)

\(0.00629 ^{\{ 5 \}}\)

 

\(\sum Ranks\)

\(30 ^{\{ 2 \}}\)

\(53 ^{\{ 4 \}}\)

\(56.5 ^{\{ 6.5 \}}\)

\(54 ^{\{ 5 \}}\)

\(82 ^{\{ 10 \}}\)

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

\(21 ^{\{ 1 \}}\)

\(56.5 ^{\{ 6.5 \}}\)

500

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

\(0.02559 ^{\{ 1 \}}\)

\(0.02916 ^{\{ 8 \}}\)

\(0.02984 ^{\{ 9 \}}\)

\(0.02662 ^{\{ 2 \}}\)

\(0.03149 ^{\{ 10 \}}\)

\(0.03901 ^{\{ 15 \}}\)

\(0.02871 ^{\{ 7 \}}\)

\(0.02763 ^{\{ 5 \}}\)

 

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

\(0.06219 ^{\{ 3 \}}\)

\(0.07173 ^{\{ 10 \}}\)

\(0.06835 ^{\{ 6 \}}\)

\(0.06153 ^{\{ 2 \}}\)

\(0.07745 ^{\{ 11 \}}\)

\(0.06963 ^{\{ 7 \}}\)

\(0.06437 ^{\{ 5 \}}\)

\(0.06402 ^{\{ 4 \}}\)

 

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

\(0.00104 ^{\{ 1 \}}\)

\(0.00139 ^{\{ 8 \}}\)

\(0.00147 ^{\{ 9 \}}\)

\(0.00105 ^{\{ 2 \}}\)

\(0.00153 ^{\{ 11 \}}\)

\(0.00248 ^{\{ 15 \}}\)

\(0.00128 ^{\{ 6 \}}\)

\(0.00118 ^{\{ 4 \}}\)

 

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

\(0.0063 ^{\{ 3 \}}\)

\(0.00741 ^{\{ 6 \}}\)

\(0.00749 ^{\{ 7 \}}\)

\(0.00586 ^{\{ 1 \}}\)

\(0.00946 ^{\{ 11 \}}\)

\(0.00778 ^{\{ 8 \}}\)

\(0.00613 ^{\{ 2 \}}\)

\(0.0065 ^{\{ 4 \}}\)

 

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

\(0.02843 ^{\{ 1 \}}\)

\(0.0324 ^{\{ 8 \}}\)

\(0.03315 ^{\{ 9 \}}\)

\(0.02958 ^{\{ 2 \}}\)

\(0.03499 ^{\{ 10 \}}\)

\(0.04335 ^{\{ 15 \}}\)

\(0.0319 ^{\{ 7 \}}\)

\(0.0307 ^{\{ 5 \}}\)

 

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

\(0.02488 ^{\{ 3 \}}\)

\(0.02869 ^{\{ 10 \}}\)

\(0.02734 ^{\{ 6 \}}\)

\(0.02461 ^{\{ 2 \}}\)

\(0.03098 ^{\{ 11 \}}\)

\(0.02785 ^{\{ 7 \}}\)

\(0.02575 ^{\{ 5 \}}\)

\(0.02561 ^{\{ 4 \}}\)

 

\(\pmb K{_4}\)

\(0.01067 ^{\{ 1 \}}\)

\(0.01208 ^{\{ 7.5 \}}\)

\(0.01217 ^{\{ 9 \}}\)

\(0.01108 ^{\{ 2 \}}\)

\(0.01381 ^{\{ 12 \}}\)

\(0.01437 ^{\{ 13 \}}\)

\(0.01144 ^{\{ 5 \}}\)

\(0.01122 ^{\{ 4 \}}\)

 

\(\pmb K{_5}\)

\(0.01709 ^{\{ 1 \}}\)

\(0.01953 ^{\{ 8 \}}\)

\(0.01945 ^{\{ 7 \}}\)

\(0.01759 ^{\{ 2 \}}\)

\(0.022 ^{\{ 11 \}}\)

\(0.02315 ^{\{ 13 \}}\)

\(0.01832 ^{\{ 5 \}}\)

\(0.01793 ^{\{ 4 \}}\)

 

\(\pmb K{_6}\)

\(0.00547 ^{\{ 1 \}}\)

\(0.00557 ^{\{ 8 \}}\)

\(0.00614 ^{\{ 7 \}}\)

\(0.00563 ^{\{ 2 \}}\)

\(0.00566 ^{\{ 11 \}}\)

\(0.00579 ^{\{ 13 \}}\)

\(0.00527 ^{\{ 5 \}}\)

\(0.00556 ^{\{ 4 \}}\)

 

\(\sum Ranks\)

\(16 ^{\{ 1 \}}\)

\(69.5 ^{\{ 7 \}}\)

\(71 ^{\{ 8 \}}\)

\(20 ^{\{ 2 \}}\)

\(93 ^{\{ 11 \}}\)

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

\(43 ^{\{ 5 \}}\)

\(37 ^{\{ 3 \}}\)

n

Est.

LTADE

MSADE

MSALDE

ADSOE

KE

MSSD

MSSLD

MSLND

30

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

\(0.13838 ^{\{ 9 \}}\)

\(0.14739 ^{\{ 11 \}}\)

\(0.11228 ^{\{ 4 \}}\)

\(0.17472 ^{\{ 14 \}}\)

\(0.17112 ^{\{ 13 \}}\)

\(0.17615 ^{\{ 15 \}}\)

\(0.1137 ^{\{ 5 \}}\)

\(0.19022 ^{\{ 16 \}}\)

 

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

\(0.35375 ^{\{ 14 \}}\)

\(0.2841 ^{\{ 8 \}}\)

\(0.24206 ^{\{ 4 \}}\)

\(0.45943 ^{\{ 16 \}}\)

\(0.34804 ^{\{ 13 \}}\)

\(0.37926 ^{\{ 15 \}}\)

\(0.26793 ^{\{ 7 \}}\)

\(0.32521 ^{\{ 12 \}}\)

 

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

\(0.03314 ^{\{ 9 \}}\)

\(0.03463 ^{\{ 10 \}}\)

\(0.01987 ^{\{ 4 \}}\)

\(0.04855 ^{\{ 15 \}}\)

\(0.04731 ^{\{ 14 \}}\)

\(0.04726 ^{\{ 13 \}}\)

\(0.02189 ^{\{ 5 \}}\)

\(0.05491 ^{\{ 16 \}}\)

 

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

\(0.22551 ^{\{ 14 \}}\)

\(0.12779 ^{\{ 8 \}}\)

\(0.09578 ^{\{ 3 \}}\)

\(0.38981 ^{\{ 16 \}}\)

\(0.20856 ^{\{ 13 \}}\)

\(0.27573 ^{\{ 15 \}}\)

\(0.11406 ^{\{ 7 \}}\)

\(0.16291 ^{\{ 12 \}}\)

 

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

\(0.15376 ^{\{ 9 \}}\)

\(0.16376 ^{\{ 11 \}}\)

\(0.12475 ^{\{ 4 \}}\)

\(0.19413 ^{\{ 14 \}}\)

\(0.19014 ^{\{ 13 \}}\)

\(0.19573 ^{\{ 15 \}}\)

\(0.12633 ^{\{ 5 \}}\)

\(0.21136 ^{\{ 16 \}}\)

 

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

\(0.1415 ^{\{ 14 \}}\)

\(0.11364 ^{\{ 8 \}}\)

\(0.09682 ^{\{ 4 \}}\)

\(0.18377 ^{\{ 16 \}}\)

\(0.13922 ^{\{ 13 \}}\)

\(0.1517 ^{\{ 15 \}}\)

\(0.10717 ^{\{ 7 \}}\)

\(0.13008 ^{\{ 12 \}}\)

 

\(\pmb K{_4}\)

\(0.05197 ^{\{ 11 \}}\)

\(0.05525 ^{\{ 12 \}}\)

\(0.04628 ^{\{ 4 \}}\)

\(0.05933 ^{\{ 14 \}}\)

\(0.05894 ^{\{ 13 \}}\)

\(0.06674 ^{\{ 16 \}}\)

\(0.04886 ^{\{ 8 \}}\)

\(0.06503 ^{\{ 15 \}}\)

 

\(\pmb K{_5}\)

\(0.08691 ^{\{ 11 \}}\)

\(0.08865 ^{\{ 12 \}}\)

\(0.0736 ^{\{ 2 \}}\)

\(0.10342 ^{\{ 14 \}}\)

\(0.09607 ^{\{ 13 \}}\)

\(0.10722 ^{\{ 16 \}}\)

\(0.07582 ^{\{ 7 \}}\)

\(0.10582 ^{\{ 15 \}}\)

 

\(\pmb K{_6}\)

\(0.04088 ^{\{ 11 \}}\)

\(0.04316 ^{\{ 12 \}}\)

\(0.04286 ^{\{ 2 \}}\)

\(0.06951 ^{\{ 14 \}}\)

\(0.03696 ^{\{ 13 \}}\)

\(0.0497 ^{\{ 16 \}}\)

\(0.03835 ^{\{ 7 \}}\)

\(0.05231 ^{\{ 15 \}}\)

 

\(\sum Ranks\)

\(102 ^{\{ 12 \}}\)

\(93 ^{\{ 11 \}}\)

\(41 ^{\{ 3 \}}\)

\(135 ^{\{ 16 \}}\)

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

\(134 ^{\{ 15 \}}\)

\(61 ^{\{ 9 \}}\)

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

80

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

\(0.08276 ^{\{ 10 \}}\)

\(0.09199 ^{\{ 12 \}}\)

\(0.07356 ^{\{ 6 \}}\)

\(0.10452 ^{\{ 16 \}}\)

\(0.08717 ^{\{ 11 \}}\)

\(0.09444 ^{\{ 14 \}}\)

\(0.07235 ^{\{ 5 \}}\)

\(0.09287 ^{\{ 13 \}}\)

 

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

\(0.18852 ^{\{ 10 \}}\)

\(0.23288 ^{\{ 15 \}}\)

\(0.19233 ^{\{ 14 \}}\)

\(0.23462 ^{\{ 16 \}}\)

\(0.18139 ^{\{ 8 \}}\)

\(0.1918 ^{\{ 13 \}}\)

\(0.17839 ^{\{ 7 \}}\)

\(0.18284 ^{\{ 9 \}}\)

 

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

\(0.01045 ^{\{ 9 \}}\)

\(0.01308 ^{\{ 13 \}}\)

\(0.0085 ^{\{ 6 \}}\)

\(0.01623 ^{\{ 16 \}}\)

\(0.01271 ^{\{ 11 \}}\)

\(0.01284 ^{\{ 12 \}}\)

\(0.00819 ^{\{ 4 \}}\)

\(0.01348 ^{\{ 14 \}}\)

 

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

\(0.05618 ^{\{ 12 \}}\)

\(0.09466 ^{\{ 15 \}}\)

\(0.05381 ^{\{ 10 \}}\)

\(0.09795 ^{\{ 16 \}}\)

\(0.04806 ^{\{ 7 \}}\)

\(0.05749 ^{\{ 13 \}}\)

\(0.0491 ^{\{ 8 \}}\)

\(0.05774 ^{\{ 14 \}}\)

 

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

\(0.09196 ^{\{ 10 \}}\)

\(0.10221 ^{\{ 12 \}}\)

\(0.08174 ^{\{ 6 \}}\)

\(0.11613 ^{\{ 16 \}}\)

\(0.09685 ^{\{ 11 \}}\)

\(0.10493 ^{\{ 14 \}}\)

\(0.08039 ^{\{ 5 \}}\)

\(0.10319 ^{\{ 13 \}}\)

 

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

\(0.07541 ^{\{ 10 \}}\)

\(0.09315 ^{\{ 15 \}}\)

\(0.07693 ^{\{ 14 \}}\)

\(0.09385 ^{\{ 16 \}}\)

\(0.07256 ^{\{ 8 \}}\)

\(0.07672 ^{\{ 13 \}}\)

\(0.07136 ^{\{ 7 \}}\)

\(0.07314 ^{\{ 9 \}}\)

 

\(\pmb K{_4}\)

\(0.03141 ^{\{ 8 \}}\)

\(0.03767 ^{\{ 15 \}}\)

\(0.03511 ^{\{ 14 \}}\)

\(0.03501 ^{\{ 13 \}}\)

\(0.02956 ^{\{ 4 \}}\)

\(0.03497 ^{\{ 12 \}}\)

\(0.03259 ^{\{ 10 \}}\)

\(0.03345 ^{\{ 11 \}}\)

 

\(\pmb K{_5}\)

\(0.05161 ^{\{ 10 \}}\)

\(0.06105 ^{\{ 15 \}}\)

\(0.05436 ^{\{ 12 \}}\)

\(0.06149 ^{\{ 16 \}}\)

\(0.05014 ^{\{ 7 \}}\)

\(0.05593 ^{\{ 13 \}}\)

\(0.05153 ^{\{ 9 \}}\)

\(0.05397 ^{\{ 11 \}}\)

 

\(\pmb K{_6}\)

\(0.02211 ^{\{ 10 \}}\)

\(0.02397 ^{\{ 15 \}}\)

\(0.02326 ^{\{ 12 \}}\)

\(0.03656 ^{\{ 16 \}}\)

\(0.02125 ^{\{ 7 \}}\)

\(0.02679 ^{\{ 13 \}}\)

\(0.02124 ^{\{ 9 \}}\)

\(0.02603 ^{\{ 11 \}}\)

 

\(\sum Ranks\)

\(90 ^{\{ 10 \}}\)

\(125 ^{\{ 15 \}}\)

\(94 ^{\{ 11 \}}\)

\(141 ^{\{ 16 \}}\)

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

\(119 ^{\{ 14 \}}\)

\(64 ^{\{ 7 \}}\)

\(108 ^{\{ 12 \}}\)

150

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

\(0.06075 ^{\{ 9 \}}\)

\(0.06021 ^{\{ 8 \}}\)

\(0.06209 ^{\{ 12 \}}\)

\(0.08076 ^{\{ 16 \}}\)

\(0.06097 ^{\{ 10 \}}\)

\(0.06632 ^{\{ 14 \}}\)

\(0.05142 ^{\{ 5 \}}\)

\(0.07299 ^{\{ 15 \}}\)

 

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

\(0.14801 ^{\{ 13 \}}\)

\(0.14639 ^{\{ 12 \}}\)

\(0.12321 ^{\{ 6 \}}\)

\(0.21642 ^{\{ 16 \}}\)

\(0.13288 ^{\{ 10 \}}\)

\(0.15496 ^{\{ 15 \}}\)

\(0.14212 ^{\{ 11 \}}\)

\(0.15102 ^{\{ 14 \}}\)

 

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

\(0.00625 ^{\{ 12 \}}\)

\(0.00578 ^{\{ 9 \}}\)

\(0.00547 ^{\{ 7.5 \}}\)

\(0.01091 ^{\{ 16 \}}\)

\(0.00632 ^{\{ 13 \}}\)

\(0.00669 ^{\{ 14 \}}\)

\(0.00407 ^{\{ 5 \}}\)

\(0.00787 ^{\{ 15 \}}\)

 

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

\(0.03552 ^{\{ 13 \}}\)

\(0.03284 ^{\{ 12 \}}\)

\(0.0229 ^{\{ 5 \}}\)

\(0.0792 ^{\{ 16 \}}\)

\(0.03061 ^{\{ 10 \}}\)

\(0.03669 ^{\{ 15 \}}\)

\(0.03175 ^{\{ 11 \}}\)

\(0.03643 ^{\{ 14 \}}\)

 

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

\(0.0675 ^{\{ 9 \}}\)

\(0.0669 ^{\{ 8 \}}\)

\(0.06899 ^{\{ 12 \}}\)

\(0.08974 ^{\{ 16 \}}\)

\(0.06774 ^{\{ 10 \}}\)

\(0.07369 ^{\{ 14 \}}\)

\(0.05713 ^{\{ 5 \}}\)

\(0.0811 ^{\{ 15 \}}\)

 

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

\(0.0592 ^{\{ 13 \}}\)

\(0.05856 ^{\{ 12 \}}\)

\(0.04928 ^{\{ 6 \}}\)

\(0.08657 ^{\{ 16 \}}\)

\(0.05315 ^{\{ 10 \}}\)

\(0.06198 ^{\{ 15 \}}\)

\(0.05685 ^{\{ 11 \}}\)

\(0.06041 ^{\{ 14 \}}\)

 

\(\pmb K{_4}\)

\(0.02324 ^{\{ 9 \}}\)

\(0.02638 ^{\{ 13 \}}\)

\(0.02325 ^{\{ 10 \}}\)

\(0.03056 ^{\{ 16 \}}\)

\(0.02228 ^{\{ 6 \}}\)

\(0.02855 ^{\{ 15 \}}\)

\(0.024 ^{\{ 11 \}}\)

\(0.02708 ^{\{ 14 \}}\)

 

\(\pmb K{_5}\)

\(0.03857 ^{\{ 12 \}}\)

\(0.04141 ^{\{ 13 \}}\)

\(0.03722 ^{\{ 9 \}}\)

\(0.05269 ^{\{ 16 \}}\)

\(0.03672 ^{\{ 8 \}}\)

\(0.04504 ^{\{ 15 \}}\)

\(0.03759 ^{\{ 10 \}}\)

\(0.04449 ^{\{ 14 \}}\)

 

\(\pmb K{_6}\)

\(0.01454 ^{\{ 12 \}}\)

\(0.01633 ^{\{ 13 \}}\)

\(0.01518 ^{\{ 9 \}}\)

\(0.02992 ^{\{ 16 \}}\)

\(0.01341 ^{\{ 8 \}}\)

\(0.01783 ^{\{ 15 \}}\)

\(0.01395 ^{\{ 10 \}}\)

\(0.01911 ^{\{ 14 \}}\)

 

\(\sum Ranks\)

\(101 ^{\{ 13 \}}\)

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

\(79.5 ^{\{ 9 \}}\)

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

\(86 ^{\{ 11 \}}\)

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

\(79 ^{\{ 8 \}}\)

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

300

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

\(0.03982 ^{\{ 7 \}}\)

\(0.03775 ^{\{ 5 \}}\)

\(0.04031 ^{\{ 8 \}}\)

\(0.06145 ^{\{ 16 \}}\)

\(0.04526 ^{\{ 11 \}}\)

\(0.0471 ^{\{ 13 \}}\)

\(0.03859 ^{\{ 6 \}}\)

\(0.04722 ^{\{ 14 \}}\)

 

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

\(0.0936 ^{\{ 10 \}}\)

\(0.11312 ^{\{ 15 \}}\)

\(0.09393 ^{\{ 12 \}}\)

\(0.14583 ^{\{ 16 \}}\)

\(0.08511 ^{\{ 5 \}}\)

\(0.10421 ^{\{ 13 \}}\)

\(0.09321 ^{\{ 9 \}}\)

\(0.11086 ^{\{ 14 \}}\)

 

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

\(0.00256 ^{\{ 8 \}}\)

\(0.00222 ^{\{ 6 \}}\)

\(0.00259 ^{\{ 9 \}}\)

\(0.00593 ^{\{ 16 \}}\)

\(0.00345 ^{\{ 14 \}}\)

\(0.0033 ^{\{ 12 \}}\)

\(0.00215 ^{\{ 5 \}}\)

\(0.00336 ^{\{ 13 \}}\)

 

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

\(0.01355 ^{\{ 10 \}}\)

\(0.01831 ^{\{ 14 \}}\)

\(0.01336 ^{\{ 9 \}}\)

\(0.03378 ^{\{ 16 \}}\)

\(0.0111 ^{\{ 4 \}}\)

\(0.01683 ^{\{ 13 \}}\)

\(0.01476 ^{\{ 12 \}}\)

\(0.01904 ^{\{ 15 \}}\)

 

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

\(0.04424 ^{\{ 7 \}}\)

\(0.04195 ^{\{ 5 \}}\)

\(0.04479 ^{\{ 8 \}}\)

\(0.06828 ^{\{ 16 \}}\)

\(0.05029 ^{\{ 11 \}}\)

\(0.05234 ^{\{ 13 \}}\)

\(0.04288 ^{\{ 6 \}}\)

\(0.05246 ^{\{ 14 \}}\)

 

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

\(0.03744 ^{\{ 10 \}}\)

\(0.04525 ^{\{ 15 \}}\)

\(0.03757 ^{\{ 12 \}}\)

\(0.05833 ^{\{ 16 \}}\)

\(0.03405 ^{\{ 5 \}}\)

\(0.04168 ^{\{ 13 \}}\)

\(0.03728 ^{\{ 9 \}}\)

\(0.04434 ^{\{ 14 \}}\)

 

\(\pmb K{_4}\)

\(0.01569 ^{\{ 7 \}}\)

\(0.01844 ^{\{ 12 \}}\)

\(0.01736 ^{\{ 11 \}}\)

\(0.02116 ^{\{ 16 \}}\)

\(0.01518 ^{\{ 5 \}}\)

\(0.01849 ^{\{ 13 \}}\)

\(0.01686 ^{\{ 10 \}}\)

\(0.01912 ^{\{ 15 \}}\)

 

\(\pmb K{_5}\)

\(0.02554 ^{\{ 7 \}}\)

\(0.02914 ^{\{ 12 \}}\)

\(0.02726 ^{\{ 11 \}}\)

\(0.03719 ^{\{ 16 \}}\)

\(0.02492 ^{\{ 5 \}}\)

\(0.03005 ^{\{ 13 \}}\)

\(0.02644 ^{\{ 10 \}}\)

\(0.0313 ^{\{ 15 \}}\)

 

\(\pmb K{_6}\)

\(0.00926 ^{\{ 7 \}}\)

\(0.01053 ^{\{ 12 \}}\)

\(0.00984 ^{\{ 11 \}}\)

\(0.01807 ^{\{ 16 \}}\)

\(0.00946 ^{\{ 5 \}}\)

\(0.01168 ^{\{ 13 \}}\)

\(0.00917 ^{\{ 10 \}}\)

\(0.01227 ^{\{ 15 \}}\)

 

\(\sum Ranks\)

\(76 ^{\{ 7.5 \}}\)

\(97 ^{\{ 13 \}}\)

\(92 ^{\{ 12 \}}\)

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

\(71 ^{\{ 6 \}}\)

\(117 ^{\{ 14 \}}\)

\(76 ^{\{ 7.5 \}}\)

\(129 ^{\{ 15 \}}\)

400

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

\(0.03532 ^{\{ 7 \}}\)

\(0.03668 ^{\{ 9 \}}\)

\(0.03178 ^{\{ 4 \}}\)

\(0.05381 ^{\{ 16 \}}\)

\(0.04068 ^{\{ 14 \}}\)

\(0.04064 ^{\{ 13 \}}\)

\(0.02885 ^{\{ 3 \}}\)

\(0.03898 ^{\{ 12 \}}\)

 

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

\(0.07865 ^{\{ 9 \}}\)

\(0.09417 ^{\{ 15 \}}\)

\(0.0911 ^{\{ 13 \}}\)

\(0.12089 ^{\{ 16 \}}\)

\(0.07088 ^{\{ 3 \}}\)

\(0.09022 ^{\{ 12 \}}\)

\(0.07111 ^{\{ 4 \}}\)

\(0.0941 ^{\{ 14 \}}\)

 

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

\(0.0021 ^{\{ 10 \}}\)

\(0.00207 ^{\{ 8 \}}\)

\(0.00148 ^{\{ 4 \}}\)

\(0.00448 ^{\{ 16 \}}\)

\(0.00237 ^{\{ 13 \}}\)

\(0.00245 ^{\{ 14 \}}\)

\(0.00141 ^{\{ 3 \}}\)

\(0.00228 ^{\{ 12 \}}\)

 

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

\(0.00933 ^{\{ 9 \}}\)

\(0.01314 ^{\{ 13 \}}\)

\(0.01221 ^{\{ 12 \}}\)

\(0.02238 ^{\{ 16 \}}\)

\(0.00807 ^{\{ 2 \}}\)

\(0.01327 ^{\{ 14 \}}\)

\(0.00888 ^{\{ 7 \}}\)

\(0.01628 ^{\{ 15 \}}\)

 

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

\(0.03925 ^{\{ 7 \}}\)

\(0.04076 ^{\{ 9 \}}\)

\(0.03532 ^{\{ 4 \}}\)

\(0.05979 ^{\{ 16 \}}\)

\(0.04521 ^{\{ 14 \}}\)

\(0.04516 ^{\{ 13 \}}\)

\(0.03206 ^{\{ 3 \}}\)

\(0.04331 ^{\{ 12 \}}\)

 

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

\(0.03146 ^{\{ 9 \}}\)

\(0.03767 ^{\{ 15 \}}\)

\(0.03644 ^{\{ 13 \}}\)

\(0.04836 ^{\{ 16 \}}\)

\(0.02835 ^{\{ 3 \}}\)

\(0.03609 ^{\{ 12 \}}\)

\(0.02844 ^{\{ 4 \}}\)

\(0.03764 ^{\{ 14 \}}\)

 

\(\pmb K{_4}\)

\(0.01372 ^{\{ 8 \}}\)

\(0.01621 ^{\{ 13 \}}\)

\(0.01618 ^{\{ 12 \}}\)

\(0.01743 ^{\{ 16 \}}\)

\(0.01324 ^{\{ 6 \}}\)

\(0.01624 ^{\{ 14 \}}\)

\(0.01289 ^{\{ 3 \}}\)

\(0.01673 ^{\{ 15 \}}\)

 

\(\pmb K{_5}\)

\(0.02232 ^{\{ 9 \}}\)

\(0.0259 ^{\{ 13 \}}\)

\(0.0248 ^{\{ 11 \}}\)

\(0.03083 ^{\{ 16 \}}\)

\(0.02194 ^{\{ 8 \}}\)

\(0.02608 ^{\{ 14 \}}\)

\(0.02038 ^{\{ 3 \}}\)

\(0.0268 ^{\{ 15 \}}\)

 

\(\pmb K{_6}\)

\(0.00787 ^{\{ 9 \}}\)

\(0.00876 ^{\{ 13 \}}\)

\(0.00826 ^{\{ 11 \}}\)

\(0.01329 ^{\{ 16 \}}\)

\(0.00746 ^{\{ 8 \}}\)

\(0.00992 ^{\{ 14 \}}\)

\(0.00769 ^{\{ 3 \}}\)

\(0.01071 ^{\{ 15 \}}\)

 

\(\sum Ranks\)

\(79 ^{\{ 9 \}}\)

\(108 ^{\{ 13 \}}\)

\(85 ^{\{ 11 \}}\)

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

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

\(120 ^{\{ 14 \}}\)

\(40 ^{\{ 3 \}}\)

\(124 ^{\{ 15 \}}\)

500

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

\(0.03408 ^{\{ 12 \}}\)

\(0.03308 ^{\{ 11 \}}\)

\(0.0275 ^{\{ 4 \}}\)

\(0.04742 ^{\{ 16 \}}\)

\(0.02787 ^{\{ 6 \}}\)

\(0.03451 ^{\{ 13 \}}\)

\(0.027 ^{\{ 3 \}}\)

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

 

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

\(0.07121 ^{\{ 9 \}}\)

\(0.07824 ^{\{ 13 \}}\)

\(0.07814 ^{\{ 12 \}}\)

\(0.10285 ^{\{ 16 \}}\)

\(0.05913 ^{\{ 1 \}}\)

\(0.08422 ^{\{ 15 \}}\)

\(0.07097 ^{\{ 8 \}}\)

\(0.07995 ^{\{ 14 \}}\)

 

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

\(0.00177 ^{\{ 12 \}}\)

\(0.0015 ^{\{ 10 \}}\)

\(0.00115 ^{\{ 3 \}}\)

\(0.00343 ^{\{ 16 \}}\)

\(0.0013 ^{\{ 7 \}}\)

\(0.00185 ^{\{ 13 \}}\)

\(0.00124 ^{\{ 5 \}}\)

\(0.00212 ^{\{ 14 \}}\)

 

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

\(0.00781 ^{\{ 9 \}}\)

\(0.01001 ^{\{ 12 \}}\)

\(0.01004 ^{\{ 13 \}}\)

\(0.01607 ^{\{ 16 \}}\)

\(0.00664 ^{\{ 5 \}}\)

\(0.01096 ^{\{ 15 \}}\)

\(0.00816 ^{\{ 10 \}}\)

\(0.01057 ^{\{ 14 \}}\)

 

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

\(0.03787 ^{\{ 12 \}}\)

\(0.03676 ^{\{ 11 \}}\)

\(0.03055 ^{\{ 4 \}}\)

\(0.05269 ^{\{ 16 \}}\)

\(0.03097 ^{\{ 6 \}}\)

\(0.03834 ^{\{ 13 \}}\)

\(0.03 ^{\{ 3 \}}\)

\(0.0423 ^{\{ 14 \}}\)

 

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

\(0.02848 ^{\{ 9 \}}\)

\(0.0313 ^{\{ 13 \}}\)

\(0.03126 ^{\{ 12 \}}\)

\(0.04114 ^{\{ 16 \}}\)

\(0.02365 ^{\{ 1 \}}\)

\(0.03369 ^{\{ 15 \}}\)

\(0.02839 ^{\{ 8 \}}\)

\(0.03198 ^{\{ 14 \}}\)

 

\(\pmb K{_4}\)

\(0.01208 ^{\{ 7.5 \}}\)

\(0.01364 ^{\{ 11 \}}\)

\(0.013 ^{\{ 10 \}}\)

\(0.01491 ^{\{ 15 \}}\)

\(0.01121 ^{\{ 3 \}}\)

\(0.01475 ^{\{ 14 \}}\)

\(0.01201 ^{\{ 6 \}}\)

\(0.01523 ^{\{ 16 \}}\)

 

\(\pmb K{_5}\)

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

\(0.02205 ^{\{ 12 \}}\)

\(0.02095 ^{\{ 10 \}}\)

\(0.02628 ^{\{ 16 \}}\)

\(0.01791 ^{\{ 3 \}}\)

\(0.02338 ^{\{ 14 \}}\)

\(0.01935 ^{\{ 6 \}}\)

\(0.0243 ^{\{ 15 \}}\)

 

\(\pmb K{_6}\)

\(0.00695 ^{\{ 9 \}}\)

\(0.00766 ^{\{ 12 \}}\)

\(0.00704 ^{\{ 10 \}}\)

\(0.01103 ^{\{ 16 \}}\)

\(0.00612 ^{\{ 3 \}}\)

\(0.00819 ^{\{ 14 \}}\)

\(0.00643 ^{\{ 6 \}}\)

\(0.00825 ^{\{ 15 \}}\)

 

\(\sum Ranks\)

\(90.5 ^{\{ 10 \}}\)

\(106 ^{\{ 13 \}}\)

\(80 ^{\{ 9 \}}\)

\(143 ^{\{ 16 \}}\)

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

\(126 ^{\{ 14 \}}\)

\(59 ^{\{ 6 \}}\)

\(130 ^{\{ 15 \}}\)