Table 4 Numerical values of simulation measures for \(\alpha =0.8,~\beta =0.2\) under RSS.

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

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

\(0.06126 ^{\{ 1 \}}\)

\(0.06577 ^{\{ 2 \}}\)

\(0.07851 ^{\{ 9 \}}\)

\(0.07448 ^{\{ 5 \}}\)

\(0.07962 ^{\{ 10 \}}\)

\(0.08899 ^{\{ 13 \}}\)

\(0.07547 ^{\{ 6 \}}\)

\(0.06963 ^{\{ 3 \}}\)

 

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

\(0.03898 ^{\{ 1 \}}\)

\(0.04293 ^{\{ 2 \}}\)

\(0.04832 ^{\{ 7 \}}\)

\(0.05397 ^{\{ 10 \}}\)

\(0.05349 ^{\{ 9 \}}\)

\(0.06243 ^{\{ 13 \}}\)

\(0.04747 ^{\{ 6 \}}\)

\(0.0466 ^{\{ 3 \}}\)

 

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

\(0.00645 ^{\{ 1 \}}\)

\(0.00714 ^{\{ 2 \}}\)

\(0.01092 ^{\{ 11 \}}\)

\(0.00807 ^{\{ 5 \}}\)

\(0.00983 ^{\{ 7 \}}\)

\(0.01166 ^{\{ 13 \}}\)

\(0.00929 ^{\{ 6 \}}\)

\(0.00765 ^{\{ 3 \}}\)

 

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

\(0.00238 ^{\{ 1 \}}\)

\(0.00294 ^{\{ 2 \}}\)

\(0.00362 ^{\{ 7 \}}\)

\(0.0046 ^{\{ 10 \}}\)

\(0.00444 ^{\{ 8 \}}\)

\(0.006 ^{\{ 13 \}}\)

\(0.00353 ^{\{ 5.5 \}}\)

\(0.00353 ^{\{ 5.5 \}}\)

 

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

\(0.07658 ^{\{ 1 \}}\)

\(0.08221 ^{\{ 2 \}}\)

\(0.09814 ^{\{ 9 \}}\)

\(0.0931 ^{\{ 5 \}}\)

\(0.09952 ^{\{ 10 \}}\)

\(0.11124 ^{\{ 13 \}}\)

\(0.09434 ^{\{ 6 \}}\)

\(0.08704 ^{\{ 3 \}}\)

 

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

\(0.19488 ^{\{ 1 \}}\)

\(0.21463 ^{\{ 2 \}}\)

\(0.2416 ^{\{ 7 \}}\)

\(0.26985 ^{\{ 10 \}}\)

\(0.26746 ^{\{ 9 \}}\)

\(0.31213 ^{\{ 13 \}}\)

\(0.23736 ^{\{ 6 \}}\)

\(0.23298 ^{\{ 3 \}}\)

 

\(\pmb K{_4}\)

\(0.02909 ^{\{ 1 \}}\)

\(0.02923 ^{\{ 2 \}}\)

\(0.0329 ^{\{ 9 \}}\)

\(0.03135 ^{\{ 5 \}}\)

\(0.03262 ^{\{ 7 \}}\)

\(0.0347 ^{\{ 10 \}}\)

\(0.03103 ^{\{ 4 \}}\)

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

 

\(\pmb K{_5}\)

\(0.04826 ^{\{ 1 \}}\)

\(0.04926 ^{\{ 2 \}}\)

\(0.05534 ^{\{ 7 \}}\)

\(0.05331 ^{\{ 5 \}}\)

\(0.05544 ^{\{ 8 \}}\)

\(0.05876 ^{\{ 10 \}}\)

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

\(0.05122 ^{\{ 3 \}}\)

 

\(\pmb K{_6}\)

\(0.05181 ^{\{ 1 \}}\)

\(0.04663 ^{\{ 2 \}}\)

\(0.09988 ^{\{ 7 \}}\)

\(0.0348 ^{\{ 5 \}}\)

\(0.0572 ^{\{ 8 \}}\)

\(0.03138 ^{\{ 10 \}}\)

\(0.05776 ^{\{ 4 \}}\)

\(0.04155 ^{\{ 3 \}}\)

 

\(\sum Ranks\)

\(14 ^{\{ 1 \}}\)

\(21 ^{\{ 2 \}}\)

\(80 ^{\{ 10 \}}\)

\(57 ^{\{ 5 \}}\)

\(75 ^{\{ 9 \}}\)

\(99 ^{\{ 11.5 \}}\)

\(51.5 ^{\{ 4 \}}\)

\(30.5 ^{\{ 3 \}}\)

80

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

\(0.0364 ^{\{ 1 \}}\)

\(0.03996 ^{\{ 2 \}}\)

\(0.04607 ^{\{ 7 \}}\)

\(0.04446 ^{\{ 4 \}}\)

\(0.04717 ^{\{ 8 \}}\)

\(0.06364 ^{\{ 14 \}}\)

\(0.04571 ^{\{ 5 \}}\)

\(0.04334 ^{\{ 3 \}}\)

 

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

\(0.02381 ^{\{ 1 \}}\)

\(0.02641 ^{\{ 2 \}}\)

\(0.02932 ^{\{ 4 \}}\)

\(0.03045 ^{\{ 7 \}}\)

\(0.03049 ^{\{ 8 \}}\)

\(0.04644 ^{\{ 16 \}}\)

\(0.03041 ^{\{ 6 \}}\)

\(0.02833 ^{\{ 3 \}}\)

 

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

\(0.00218 ^{\{ 1 \}}\)

\(0.00257 ^{\{ 2 \}}\)

\(0.00336 ^{\{ 6 \}}\)

\(0.00297 ^{\{ 4 \}}\)

\(0.0035 ^{\{ 8 \}}\)

\(0.00638 ^{\{ 14 \}}\)

\(0.00337 ^{\{ 7 \}}\)

\(0.0029 ^{\{ 3 \}}\)

 

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

\(0.00091 ^{\{ 1 \}}\)

\(0.0011 ^{\{ 2 \}}\)

\(0.00134 ^{\{ 4 \}}\)

\(0.00146 ^{\{ 7.5 \}}\)

\(0.00146 ^{\{ 7.5 \}}\)

\(0.00375 ^{\{ 16 \}}\)

\(0.00143 ^{\{ 6 \}}\)

\(0.00122 ^{\{ 3 \}}\)

 

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

\(0.04549 ^{\{ 1 \}}\)

\(0.04995 ^{\{ 2 \}}\)

\(0.05759 ^{\{ 7 \}}\)

\(0.05557 ^{\{ 4 \}}\)

\(0.05896 ^{\{ 8 \}}\)

\(0.07955 ^{\{ 14 \}}\)

\(0.05714 ^{\{ 5 \}}\)

\(0.05417 ^{\{ 3 \}}\)

 

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

\(0.11904 ^{\{ 1 \}}\)

\(0.13206 ^{\{ 2 \}}\)

\(0.14658 ^{\{ 4 \}}\)

\(0.15223 ^{\{ 7 \}}\)

\(0.15247 ^{\{ 8 \}}\)

\(0.23222 ^{\{ 16 \}}\)

\(0.15203 ^{\{ 6 \}}\)

\(0.14165 ^{\{ 3 \}}\)

 

\(\pmb K{_4}\)

\(0.01739 ^{\{ 1 \}}\)

\(0.01832 ^{\{ 2.5 \}}\)

\(0.01935 ^{\{ 4.5 \}}\)

\(0.01945 ^{\{ 6 \}}\)

\(0.01935 ^{\{ 4.5 \}}\)

\(0.02353 ^{\{ 11 \}}\)

\(0.01968 ^{\{ 7 \}}\)

\(0.01832 ^{\{ 2.5 \}}\)

 

\(\pmb K{_5}\)

\(0.02904 ^{\{ 1 \}}\)

\(0.03069 ^{\{ 2 \}}\)

\(0.03297 ^{\{ 5 \}}\)

\(0.03291 ^{\{ 4 \}}\)

\(0.03305 ^{\{ 6 \}}\)

\(0.04065 ^{\{ 11 \}}\)

\(0.03312 ^{\{ 7 \}}\)

\(0.03102 ^{\{ 3 \}}\)

 

\(\pmb K{_6}\)

\(0.01778 ^{\{ 1 \}}\)

\(0.01699 ^{\{ 2 \}}\)

\(0.0178 ^{\{ 5 \}}\)

\(0.01729 ^{\{ 4 \}}\)

\(0.01805 ^{\{ 6 \}}\)

\(0.01776 ^{\{ 11 \}}\)

\(0.01666 ^{\{ 7 \}}\)

\(0.01685 ^{\{ 3 \}}\)

 

\(\sum Ranks\)

\(14 ^{\{ 1 \}}\)

\(19.5 ^{\{ 2 \}}\)

\(48.5 ^{\{ 5 \}}\)

\(47.5 ^{\{ 4 \}}\)

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

\(117 ^{\{ 13 \}}\)

\(50 ^{\{ 6 \}}\)

\(25.5 ^{\{ 3 \}}\)

150

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

\(0.02575 ^{\{ 1 \}}\)

\(0.02977 ^{\{ 2 \}}\)

\(0.03232 ^{\{ 5 \}}\)

\(0.03133 ^{\{ 4 \}}\)

\(0.03417 ^{\{ 8 \}}\)

\(0.04704 ^{\{ 15 \}}\)

\(0.03371 ^{\{ 6 \}}\)

\(0.03004 ^{\{ 3 \}}\)

 

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

\(0.01771 ^{\{ 1 \}}\)

\(0.01971 ^{\{ 2 \}}\)

\(0.02026 ^{\{ 4 \}}\)

\(0.02148 ^{\{ 6 \}}\)

\(0.02212 ^{\{ 7 \}}\)

\(0.03359 ^{\{ 15 \}}\)

\(0.02238 ^{\{ 8 \}}\)

\(0.01978 ^{\{ 3 \}}\)

 

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

\(0.00105 ^{\{ 1 \}}\)

\(0.00144 ^{\{ 3 \}}\)

\(0.00165 ^{\{ 5 \}}\)

\(0.00151 ^{\{ 4 \}}\)

\(0.0018 ^{\{ 7 \}}\)

\(0.00349 ^{\{ 15 \}}\)

\(0.00179 ^{\{ 6 \}}\)

\(0.00143 ^{\{ 2 \}}\)

 

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

\(0.00048 ^{\{ 1 \}}\)

\(0.00063 ^{\{ 3 \}}\)

\(0.00065 ^{\{ 4 \}}\)

\(0.00072 ^{\{ 5 \}}\)

\(0.00077 ^{\{ 7 \}}\)

\(0.00191 ^{\{ 15 \}}\)

\(0.00079 ^{\{ 8 \}}\)

\(0.00062 ^{\{ 2 \}}\)

 

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

\(0.03219 ^{\{ 1 \}}\)

\(0.03722 ^{\{ 2 \}}\)

\(0.0404 ^{\{ 5 \}}\)

\(0.03916 ^{\{ 4 \}}\)

\(0.04272 ^{\{ 8 \}}\)

\(0.0588 ^{\{ 15 \}}\)

\(0.04214 ^{\{ 6 \}}\)

\(0.03755 ^{\{ 3 \}}\)

 

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

\(0.08854 ^{\{ 1 \}}\)

\(0.09856 ^{\{ 2 \}}\)

\(0.10128 ^{\{ 4 \}}\)

\(0.10741 ^{\{ 6 \}}\)

\(0.11062 ^{\{ 7 \}}\)

\(0.16795 ^{\{ 15 \}}\)

\(0.1119 ^{\{ 8 \}}\)

\(0.09889 ^{\{ 3 \}}\)

 

\(\pmb K{_4}\)

\(0.01332 ^{\{ 1 \}}\)

\(0.01345 ^{\{ 2 \}}\)

\(0.01409 ^{\{ 5 \}}\)

\(0.01396 ^{\{ 4 \}}\)

\(0.01439 ^{\{ 6 \}}\)

\(0.01734 ^{\{ 11 \}}\)

\(0.01484 ^{\{ 7 \}}\)

\(0.01377 ^{\{ 3 \}}\)

 

\(\pmb K{_5}\)

\(0.02192 ^{\{ 1 \}}\)

\(0.02257 ^{\{ 2 \}}\)

\(0.02398 ^{\{ 5 \}}\)

\(0.02356 ^{\{ 4 \}}\)

\(0.02455 ^{\{ 6 \}}\)

\(0.03016 ^{\{ 11 \}}\)

\(0.02502 ^{\{ 7 \}}\)

\(0.02315 ^{\{ 3 \}}\)

 

\(\pmb K{_6}\)

\(0.01169 ^{\{ 1 \}}\)

\(0.01137 ^{\{ 2 \}}\)

\(0.01196 ^{\{ 5 \}}\)

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

\(0.01194 ^{\{ 6 \}}\)

\(0.01214 ^{\{ 11 \}}\)

\(0.0112 ^{\{ 7 \}}\)

\(0.01152 ^{\{ 3 \}}\)

 

\(\sum Ranks\)

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

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

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

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

\(62 ^{\{ 7 \}}\)

\(120 ^{\{ 13 \}}\)

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

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

300

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

\(0.01894 ^{\{ 1 \}}\)

\(0.02116 ^{\{ 2 \}}\)

\(0.02281 ^{\{ 5 \}}\)

\(0.02226 ^{\{ 4 \}}\)

\(0.02307 ^{\{ 6 \}}\)

\(0.03501 ^{\{ 15 \}}\)

\(0.02366 ^{\{ 7 \}}\)

\(0.02118 ^{\{ 3 \}}\)

 

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

\(0.01266 ^{\{ 1 \}}\)

\(0.01389 ^{\{ 3 \}}\)

\(0.01459 ^{\{ 4 \}}\)

\(0.01496 ^{\{ 5 \}}\)

\(0.0153 ^{\{ 7 \}}\)

\(0.02526 ^{\{ 15 \}}\)

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

\(0.01374 ^{\{ 2 \}}\)

 

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

\(0.00057 ^{\{ 1 \}}\)

\(7e-04 ^{\{ 3 \}}\)

\(0.00081 ^{\{ 5 \}}\)

\(0.00077 ^{\{ 4 \}}\)

\(0.00085 ^{\{ 6 \}}\)

\(0.00197 ^{\{ 15 \}}\)

\(0.00088 ^{\{ 7 \}}\)

\(0.00068 ^{\{ 2 \}}\)

 

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

\(0.00025 ^{\{ 1 \}}\)

\(3e-04 ^{\{ 3 \}}\)

\(0.00033 ^{\{ 4 \}}\)

\(0.00035 ^{\{ 5 \}}\)

\(0.00037 ^{\{ 6.5 \}}\)

\(0.0011 ^{\{ 15 \}}\)

\(0.00039 ^{\{ 8 \}}\)

\(0.00029 ^{\{ 2 \}}\)

 

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

\(0.02367 ^{\{ 1 \}}\)

\(0.02645 ^{\{ 2 \}}\)

\(0.02852 ^{\{ 5 \}}\)

\(0.02783 ^{\{ 4 \}}\)

\(0.02884 ^{\{ 6 \}}\)

\(0.04376 ^{\{ 15 \}}\)

\(0.02958 ^{\{ 7 \}}\)

\(0.02647 ^{\{ 3 \}}\)

 

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

\(0.0633 ^{\{ 1 \}}\)

\(0.06943 ^{\{ 3 \}}\)

\(0.07296 ^{\{ 4 \}}\)

\(0.07479 ^{\{ 5 \}}\)

\(0.0765 ^{\{ 7 \}}\)

\(0.12629 ^{\{ 15 \}}\)

\(0.07833 ^{\{ 8 \}}\)

\(0.06868 ^{\{ 2 \}}\)

 

\(\pmb K{_4}\)

\(0.00925 ^{\{ 1 \}}\)

\(0.0094 ^{\{ 2 \}}\)

\(0.00974 ^{\{ 4 \}}\)

\(0.00986 ^{\{ 5 \}}\)

\(0.0102 ^{\{ 7 \}}\)

\(0.01258 ^{\{ 11 \}}\)

\(0.01017 ^{\{ 6 \}}\)

\(0.00949 ^{\{ 3 \}}\)

 

\(\pmb K{_5}\)

\(0.0154 ^{\{ 1 \}}\)

\(0.01591 ^{\{ 2 \}}\)

\(0.01659 ^{\{ 4 \}}\)

\(0.0167 ^{\{ 5 \}}\)

\(0.01722 ^{\{ 6 \}}\)

\(0.02194 ^{\{ 11.5 \}}\)

\(0.01731 ^{\{ 7 \}}\)

\(0.01606 ^{\{ 3 \}}\)

 

\(\pmb K{_6}\)

\(0.00766 ^{\{ 1 \}}\)

\(0.00737 ^{\{ 2 \}}\)

\(0.0077 ^{\{ 4 \}}\)

\(0.0074 ^{\{ 5 \}}\)

\(0.00778 ^{\{ 6 \}}\)

\(0.00804 ^{\{ 11.5 \}}\)

\(0.00716 ^{\{ 7 \}}\)

\(0.00741 ^{\{ 3 \}}\)

 

\(\sum Ranks\)

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

\(47 ^{\{ 5 \}}\)

\(39 ^{\{ 4 \}}\)

\(38 ^{\{ 3 \}}\)

\(56.5 ^{\{ 6 \}}\)

\(117.5 ^{\{ 13 \}}\)

\(57 ^{\{ 7 \}}\)

\(24 ^{\{ 2 \}}\)

400

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

\(0.0164 ^{\{ 1 \}}\)

\(0.01803 ^{\{ 3 \}}\)

\(0.02049 ^{\{ 5 \}}\)

\(0.01905 ^{\{ 4 \}}\)

\(0.0209 ^{\{ 8 \}}\)

\(0.02991 ^{\{ 15 \}}\)

\(0.0207 ^{\{ 6 \}}\)

\(0.0176 ^{\{ 2 \}}\)

 

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

\(0.01079 ^{\{ 1 \}}\)

\(0.01188 ^{\{ 3 \}}\)

\(0.01319 ^{\{ 6 \}}\)

\(0.01261 ^{\{ 4 \}}\)

\(0.01344 ^{\{ 7 \}}\)

\(0.0212 ^{\{ 15 \}}\)

\(0.0138 ^{\{ 8 \}}\)

\(0.01163 ^{\{ 2 \}}\)

 

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

\(0.00041 ^{\{ 1 \}}\)

\(5e-04 ^{\{ 3 \}}\)

\(0.00064 ^{\{ 5 \}}\)

\(0.00056 ^{\{ 4 \}}\)

\(0.00069 ^{\{ 8 \}}\)

\(0.00139 ^{\{ 15 \}}\)

\(0.00067 ^{\{ 6.5 \}}\)

\(0.00049 ^{\{ 2 \}}\)

 

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

\(0.00018 ^{\{ 1 \}}\)

\(0.00022 ^{\{ 2.5 \}}\)

\(0.00026 ^{\{ 5 \}}\)

\(0.00025 ^{\{ 4 \}}\)

\(0.00029 ^{\{ 7.5 \}}\)

\(0.00074 ^{\{ 15 \}}\)

\(0.00029 ^{\{ 7.5 \}}\)

\(0.00022 ^{\{ 2.5 \}}\)

 

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

\(0.0205 ^{\{ 1 \}}\)

\(0.02254 ^{\{ 3 \}}\)

\(0.02561 ^{\{ 5 \}}\)

\(0.02381 ^{\{ 4 \}}\)

\(0.02613 ^{\{ 8 \}}\)

\(0.03738 ^{\{ 15 \}}\)

\(0.02588 ^{\{ 6 \}}\)

\(0.02201 ^{\{ 2 \}}\)

 

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

\(0.05395 ^{\{ 1 \}}\)

\(0.05939 ^{\{ 3 \}}\)

\(0.06594 ^{\{ 6 \}}\)

\(0.06305 ^{\{ 4 \}}\)

\(0.06721 ^{\{ 7 \}}\)

\(0.10602 ^{\{ 15 \}}\)

\(0.069 ^{\{ 8 \}}\)

\(0.05817 ^{\{ 2 \}}\)

 

\(\pmb K{_4}\)

\(0.00797 ^{\{ 1 \}}\)

\(0.00826 ^{\{ 3 \}}\)

\(0.00872 ^{\{ 5 \}}\)

\(0.00845 ^{\{ 4 \}}\)

\(0.00882 ^{\{ 6 \}}\)

\(0.01092 ^{\{ 11 \}}\)

\(0.00886 ^{\{ 7 \}}\)

\(0.008 ^{\{ 2 \}}\)

 

\(\pmb K{_5}\)

\(0.01334 ^{\{ 1 \}}\)

\(0.01392 ^{\{ 3 \}}\)

\(0.01476 ^{\{ 5 \}}\)

\(0.01426 ^{\{ 4 \}}\)

\(0.015 ^{\{ 6.5 \}}\)

\(0.01895 ^{\{ 12 \}}\)

\(0.015 ^{\{ 6.5 \}}\)

\(0.01345 ^{\{ 2 \}}\)

 

\(\pmb K{_6}\)

\(0.00632 ^{\{ 1 \}}\)

\(0.00625 ^{\{ 3 \}}\)

\(0.00657 ^{\{ 5 \}}\)

\(0.00624 ^{\{ 4 \}}\)

\(0.00653 ^{\{ 6.5 \}}\)

\(0.00677 ^{\{ 12 \}}\)

\(0.00592 ^{\{ 6.5 \}}\)

\(0.00622 ^{\{ 2 \}}\)

 

\(\sum Ranks\)

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

\(39.5 ^{\{ 4 \}}\)

\(48 ^{\{ 5 \}}\)

\(34 ^{\{ 3 \}}\)

\(63 ^{\{ 7 \}}\)

\(118 ^{\{ 13 \}}\)

\(55.5 ^{\{ 6 \}}\)

\(18.5 ^{\{ 2 \}}\)

500

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

\(0.01406 ^{\{ 1 \}}\)

\(0.0172 ^{\{ 4 \}}\)

\(0.01868 ^{\{ 7 \}}\)

\(0.01633 ^{\{ 3 \}}\)

\(0.01846 ^{\{ 6 \}}\)

\(0.0272 ^{\{ 15 \}}\)

\(0.0176 ^{\{ 5 \}}\)

\(0.01585 ^{\{ 2 \}}\)

 

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

\(0.00924 ^{\{ 1 \}}\)

\(0.01144 ^{\{ 4 \}}\)

\(0.01194 ^{\{ 7 \}}\)

\(0.01113 ^{\{ 3 \}}\)

\(0.01189 ^{\{ 6 \}}\)

\(0.01936 ^{\{ 15 \}}\)

\(0.01163 ^{\{ 5 \}}\)

\(0.0104 ^{\{ 2 \}}\)

 

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

\(0.00032 ^{\{ 1 \}}\)

\(0.00045 ^{\{ 4 \}}\)

\(0.00054 ^{\{ 7 \}}\)

\(0.00043 ^{\{ 3 \}}\)

\(0.00052 ^{\{ 6 \}}\)

\(0.00114 ^{\{ 15 \}}\)

\(0.00049 ^{\{ 5 \}}\)

\(0.00039 ^{\{ 2 \}}\)

 

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

\(0.00014 ^{\{ 1 \}}\)

\(2e-04 ^{\{ 3.5 \}}\)

\(0.00022 ^{\{ 6 \}}\)

\(2e-04 ^{\{ 3.5 \}}\)

\(0.00022 ^{\{ 6 \}}\)

\(0.00061 ^{\{ 15 \}}\)

\(0.00022 ^{\{ 6 \}}\)

\(0.00017 ^{\{ 2 \}}\)

 

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

\(0.01757 ^{\{ 1 \}}\)

\(0.0215 ^{\{ 4 \}}\)

\(0.02334 ^{\{ 7 \}}\)

\(0.02041 ^{\{ 3 \}}\)

\(0.02307 ^{\{ 6 \}}\)

\(0.034 ^{\{ 15 \}}\)

\(0.022 ^{\{ 5 \}}\)

\(0.01982 ^{\{ 2 \}}\)

 

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

\(0.0462 ^{\{ 1 \}}\)

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

\(0.05969 ^{\{ 7 \}}\)

\(0.05564 ^{\{ 3 \}}\)

\(0.05946 ^{\{ 6 \}}\)

\(0.09681 ^{\{ 15 \}}\)

\(0.05813 ^{\{ 5 \}}\)

\(0.05198 ^{\{ 2 \}}\)

 

\(\pmb K{_4}\)

\(0.00698 ^{\{ 1 \}}\)

\(0.00755 ^{\{ 5 \}}\)

\(0.00774 ^{\{ 6.5 \}}\)

\(0.00746 ^{\{ 3 \}}\)

\(0.00774 ^{\{ 6.5 \}}\)

\(0.01005 ^{\{ 11 \}}\)

\(0.0075 ^{\{ 4 \}}\)

\(0.0072 ^{\{ 2 \}}\)

 

\(\pmb K{_5}\)

\(0.01163 ^{\{ 1 \}}\)

\(0.01275 ^{\{ 5 \}}\)

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

\(0.01253 ^{\{ 3 \}}\)

\(0.01319 ^{\{ 7 \}}\)

\(0.01739 ^{\{ 12 \}}\)

\(0.01274 ^{\{ 4 \}}\)

\(0.01216 ^{\{ 2 \}}\)

 

\(\pmb K{_6}\)

\(0.0055 ^{\{ 1 \}}\)

\(0.0053 ^{\{ 5 \}}\)

\(0.00564 ^{\{ 6 \}}\)

\(0.00548 ^{\{ 3 \}}\)

\(0.00562 ^{\{ 7 \}}\)

\(0.00594 ^{\{ 12 \}}\)

\(0.00526 ^{\{ 4 \}}\)

\(0.00545 ^{\{ 2 \}}\)

 

\(\sum Ranks\)

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

\(47.5 ^{\{ 5 \}}\)

\(58.5 ^{\{ 7 \}}\)

\(40.5 ^{\{ 4 \}}\)

\(53.5 ^{\{ 6 \}}\)

\(118 ^{\{ 13 \}}\)

\(38 ^{\{ 3 \}}\)

\(19 ^{\{ 2 \}}\)

n

Est.

LTADE

MSADE

MSALDE

ADSOE

KE

MSSD

MSSLD

MSLND

30

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

\(0.07768 ^{\{ 7 \}}\)

\(0.08629 ^{\{ 12 \}}\)

\(0.08374 ^{\{ 11 \}}\)

\(0.11352 ^{\{ 16 \}}\)

\(0.0781 ^{\{ 8 \}}\)

\(0.10116 ^{\{ 15 \}}\)

\(0.07188 ^{\{ 4 \}}\)

\(0.10055 ^{\{ 14 \}}\)

 

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

\(0.04675 ^{\{ 4 \}}\)

\(0.06015 ^{\{ 12 \}}\)

\(0.05979 ^{\{ 11 \}}\)

\(0.0651 ^{\{ 14 \}}\)

\(0.04702 ^{\{ 5 \}}\)

\(0.06938 ^{\{ 16 \}}\)

\(0.05311 ^{\{ 8 \}}\)

\(0.06927 ^{\{ 15 \}}\)

 

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

\(0.00992 ^{\{ 8 \}}\)

\(0.01133 ^{\{ 12 \}}\)

\(0.01035 ^{\{ 10 \}}\)

\(0.02056 ^{\{ 16 \}}\)

\(0.01008 ^{\{ 9 \}}\)

\(0.01472 ^{\{ 14 \}}\)

\(0.00782 ^{\{ 4 \}}\)

\(0.01519 ^{\{ 15 \}}\)

 

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

\(0.00345 ^{\{ 4 \}}\)

\(0.00553 ^{\{ 11 \}}\)

\(0.00577 ^{\{ 12 \}}\)

\(0.00645 ^{\{ 14 \}}\)

\(0.00341 ^{\{ 3 \}}\)

\(0.00728 ^{\{ 16 \}}\)

\(0.00451 ^{\{ 9 \}}\)

\(0.00724 ^{\{ 15 \}}\)

 

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

\(0.09711 ^{\{ 7 \}}\)

\(0.10787 ^{\{ 12 \}}\)

\(0.10468 ^{\{ 11 \}}\)

\(0.14189 ^{\{ 16 \}}\)

\(0.09762 ^{\{ 8 \}}\)

\(0.12645 ^{\{ 15 \}}\)

\(0.08985 ^{\{ 4 \}}\)

\(0.12569 ^{\{ 14 \}}\)

 

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

\(0.23377 ^{\{ 4 \}}\)

\(0.30074 ^{\{ 12 \}}\)

\(0.29895 ^{\{ 11 \}}\)

\(0.32551 ^{\{ 14 \}}\)

\(0.23508 ^{\{ 5 \}}\)

\(0.34688 ^{\{ 16 \}}\)

\(0.26554 ^{\{ 8 \}}\)

\(0.34636 ^{\{ 15 \}}\)

 

\(\pmb K{_4}\)

\(0.03256 ^{\{ 6 \}}\)

\(0.04334 ^{\{ 14 \}}\)

\(0.04077 ^{\{ 12 \}}\)

\(0.04225 ^{\{ 13 \}}\)

\(0.03269 ^{\{ 8 \}}\)

\(0.04696 ^{\{ 16 \}}\)

\(0.03638 ^{\{ 11 \}}\)

\(0.04671 ^{\{ 15 \}}\)

 

\(\pmb K{_5}\)

\(0.05575 ^{\{ 9 \}}\)

\(0.07216 ^{\{ 13 \}}\)

\(0.06844 ^{\{ 12 \}}\)

\(0.07451 ^{\{ 14 \}}\)

\(0.05532 ^{\{ 6 \}}\)

\(0.07888 ^{\{ 15 \}}\)

\(0.06012 ^{\{ 11 \}}\)

\(0.07927 ^{\{ 16 \}}\)

 

\(\pmb K{_6}\)

\(0.0627 ^{\{ 9 \}}\)

\(0.0754 ^{\{ 13 \}}\)

\(0.0591 ^{\{ 12 \}}\)

\(0.15068 ^{\{ 14 \}}\)

\(0.06146 ^{\{ 6 \}}\)

\(0.08959 ^{\{ 15 \}}\)

\(0.03906 ^{\{ 11 \}}\)

\(0.16752 ^{\{ 16 \}}\)

 

\(\sum Ranks\)

\(60 ^{\{ 6 \}}\)

\(110 ^{\{ 13 \}}\)

\(99 ^{\{ 11.5 \}}\)

\(132 ^{\{ 14 \}}\)

\(62 ^{\{ 7.5 \}}\)

\(136 ^{\{ 16 \}}\)

\(62 ^{\{ 7.5 \}}\)

\(135 ^{\{ 15 \}}\)

80

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

\(0.04743 ^{\{ 9 \}}\)

\(0.05464 ^{\{ 12 \}}\)

\(0.05297 ^{\{ 11 \}}\)

\(0.07854 ^{\{ 16 \}}\)

\(0.04839 ^{\{ 10 \}}\)

\(0.06543 ^{\{ 15 \}}\)

\(0.0458 ^{\{ 6 \}}\)

\(0.06337 ^{\{ 13 \}}\)

 

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

\(0.02952 ^{\{ 5 \}}\)

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

\(0.03771 ^{\{ 11 \}}\)

\(0.04538 ^{\{ 14 \}}\)

\(0.03088 ^{\{ 9 \}}\)

\(0.04622 ^{\{ 15 \}}\)

\(0.03275 ^{\{ 10 \}}\)

\(0.04513 ^{\{ 13 \}}\)

 

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

\(0.00364 ^{\{ 9 \}}\)

\(0.00464 ^{\{ 12 \}}\)

\(0.00424 ^{\{ 11 \}}\)

\(0.00966 ^{\{ 16 \}}\)

\(0.00373 ^{\{ 10 \}}\)

\(0.00655 ^{\{ 15 \}}\)

\(0.00333 ^{\{ 5 \}}\)

\(0.00613 ^{\{ 13 \}}\)

 

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

\(0.0014 ^{\{ 5 \}}\)

\(0.00238 ^{\{ 12 \}}\)

\(0.00231 ^{\{ 11 \}}\)

\(0.00351 ^{\{ 15 \}}\)

\(0.00152 ^{\{ 9 \}}\)

\(0.00333 ^{\{ 13.5 \}}\)

\(0.00178 ^{\{ 10 \}}\)

\(0.00333 ^{\{ 13.5 \}}\)

 

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

\(0.05929 ^{\{ 9 \}}\)

\(0.0683 ^{\{ 12 \}}\)

\(0.06621 ^{\{ 11 \}}\)

\(0.09817 ^{\{ 16 \}}\)

\(0.06049 ^{\{ 10 \}}\)

\(0.08179 ^{\{ 15 \}}\)

\(0.05725 ^{\{ 6 \}}\)

\(0.07921 ^{\{ 13 \}}\)

 

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

\(0.14758 ^{\{ 5 \}}\)

\(0.19291 ^{\{ 12 \}}\)

\(0.18856 ^{\{ 11 \}}\)

\(0.2269 ^{\{ 14 \}}\)

\(0.1544 ^{\{ 9 \}}\)

\(0.2311 ^{\{ 15 \}}\)

\(0.16373 ^{\{ 10 \}}\)

\(0.22567 ^{\{ 13 \}}\)

 

\(\pmb K{_4}\)

\(0.02079 ^{\{ 8 \}}\)

\(0.02802 ^{\{ 13 \}}\)

\(0.02611 ^{\{ 12 \}}\)

\(0.02932 ^{\{ 14 \}}\)

\(0.02098 ^{\{ 9 \}}\)

\(0.03032 ^{\{ 15 \}}\)

\(0.02271 ^{\{ 10 \}}\)

\(0.03078 ^{\{ 16 \}}\)

 

\(\pmb K{_5}\)

\(0.03527 ^{\{ 8 \}}\)

\(0.04636 ^{\{ 13 \}}\)

\(0.04384 ^{\{ 12 \}}\)

\(0.05268 ^{\{ 16 \}}\)

\(0.03577 ^{\{ 9 \}}\)

\(0.05137 ^{\{ 14 \}}\)

\(0.03799 ^{\{ 10 \}}\)

\(0.05161 ^{\{ 15 \}}\)

 

\(\pmb K{_6}\)

\(0.01963 ^{\{ 8 \}}\)

\(0.02359 ^{\{ 13 \}}\)

\(0.02124 ^{\{ 12 \}}\)

\(0.03864 ^{\{ 16 \}}\)

\(0.01937 ^{\{ 9 \}}\)

\(0.03329 ^{\{ 14 \}}\)

\(0.02039 ^{\{ 10 \}}\)

\(0.02664 ^{\{ 15 \}}\)

 

\(\sum Ranks\)

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

\(111 ^{\{ 12 \}}\)

\(102 ^{\{ 11 \}}\)

\(137 ^{\{ 16 \}}\)

\(84 ^{\{ 10 \}}\)

\(132.5 ^{\{ 15 \}}\)

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

\(123.5 ^{\{ 14 \}}\)

150

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

\(0.03427 ^{\{ 9 \}}\)

\(0.04166 ^{\{ 12 \}}\)

\(0.03801 ^{\{ 11 \}}\)

\(0.06027 ^{\{ 16 \}}\)

\(0.03547 ^{\{ 10 \}}\)

\(0.04659 ^{\{ 14 \}}\)

\(0.03383 ^{\{ 7 \}}\)

\(0.04557 ^{\{ 13 \}}\)

 

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

\(0.02142 ^{\{ 5 \}}\)

\(0.02938 ^{\{ 12 \}}\)

\(0.02701 ^{\{ 11 \}}\)

\(0.03444 ^{\{ 16 \}}\)

\(0.02252 ^{\{ 9 \}}\)

\(0.03255 ^{\{ 13 \}}\)

\(0.02386 ^{\{ 10 \}}\)

\(0.03276 ^{\{ 14 \}}\)

 

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

\(0.00191 ^{\{ 9 \}}\)

\(0.00271 ^{\{ 12 \}}\)

\(0.0022 ^{\{ 11 \}}\)

\(0.00597 ^{\{ 16 \}}\)

\(0.00202 ^{\{ 10 \}}\)

\(0.00332 ^{\{ 14 \}}\)

\(0.00184 ^{\{ 8 \}}\)

\(0.00323 ^{\{ 13 \}}\)

 

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

\(0.00074 ^{\{ 6 \}}\)

\(0.00138 ^{\{ 12 \}}\)

\(0.00114 ^{\{ 11 \}}\)

\(0.0021 ^{\{ 16 \}}\)

\(0.00082 ^{\{ 9 \}}\)

\(0.0017 ^{\{ 13 \}}\)

\(0.00097 ^{\{ 10 \}}\)

\(0.00171 ^{\{ 14 \}}\)

 

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

\(0.04284 ^{\{ 9 \}}\)

\(0.05207 ^{\{ 12 \}}\)

\(0.04751 ^{\{ 11 \}}\)

\(0.07534 ^{\{ 16 \}}\)

\(0.04434 ^{\{ 10 \}}\)

\(0.05824 ^{\{ 14 \}}\)

\(0.04228 ^{\{ 7 \}}\)

\(0.05696 ^{\{ 13 \}}\)

 

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

\(0.10708 ^{\{ 5 \}}\)

\(0.14689 ^{\{ 12 \}}\)

\(0.13505 ^{\{ 11 \}}\)

\(0.17219 ^{\{ 16 \}}\)

\(0.1126 ^{\{ 9 \}}\)

\(0.16274 ^{\{ 13 \}}\)

\(0.11931 ^{\{ 10 \}}\)

\(0.16382 ^{\{ 14 \}}\)

 

\(\pmb K{_4}\)

\(0.01499 ^{\{ 8 \}}\)

\(0.02136 ^{\{ 13 \}}\)

\(0.01872 ^{\{ 12 \}}\)

\(0.02313 ^{\{ 14 \}}\)

\(0.01537 ^{\{ 9 \}}\)

\(0.02365 ^{\{ 16 \}}\)

\(0.01723 ^{\{ 10 \}}\)

\(0.02328 ^{\{ 15 \}}\)

 

\(\pmb K{_5}\)

\(0.02545 ^{\{ 8 \}}\)

\(0.03556 ^{\{ 13 \}}\)

\(0.03123 ^{\{ 12 \}}\)

\(0.04138 ^{\{ 16 \}}\)

\(0.02608 ^{\{ 9 \}}\)

\(0.03945 ^{\{ 15 \}}\)

\(0.0287 ^{\{ 10 \}}\)

\(0.0387 ^{\{ 14 \}}\)

 

\(\pmb K{_6}\)

\(0.01311 ^{\{ 8 \}}\)

\(0.0159 ^{\{ 13 \}}\)

\(0.01441 ^{\{ 12 \}}\)

\(0.02411 ^{\{ 16 \}}\)

\(0.01305 ^{\{ 9 \}}\)

\(0.01752 ^{\{ 15 \}}\)

\(0.01373 ^{\{ 10 \}}\)

\(0.01757 ^{\{ 14 \}}\)

 

\(\sum Ranks\)

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

\(111 ^{\{ 12 \}}\)

\(102 ^{\{ 11 \}}\)

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

\(84 ^{\{ 10 \}}\)

\(126 ^{\{ 15 \}}\)

\(83 ^{\{ 9 \}}\)

\(125 ^{\{ 14 \}}\)

300

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

\(0.02419 ^{\{ 8 \}}\)

\(0.02825 ^{\{ 12 \}}\)

\(0.02512 ^{\{ 10 \}}\)

\(0.04554 ^{\{ 16 \}}\)

\(0.02461 ^{\{ 9 \}}\)

\(0.03201 ^{\{ 14 \}}\)

\(0.02544 ^{\{ 11 \}}\)

\(0.0317 ^{\{ 13 \}}\)

 

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

\(0.01506 ^{\{ 6 \}}\)

\(0.01969 ^{\{ 12 \}}\)

\(0.01772 ^{\{ 11 \}}\)

\(0.02581 ^{\{ 16 \}}\)

\(0.01588 ^{\{ 9 \}}\)

\(0.02233 ^{\{ 14 \}}\)

\(0.0173 ^{\{ 10 \}}\)

\(0.02192 ^{\{ 13 \}}\)

 

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

\(0.00096 ^{\{ 8 \}}\)

\(0.00129 ^{\{ 12 \}}\)

\(0.00099 ^{\{ 10 \}}\)

\(0.00347 ^{\{ 16 \}}\)

\(0.00098 ^{\{ 9 \}}\)

\(0.00157 ^{\{ 14 \}}\)

\(0.001 ^{\{ 11 \}}\)

\(0.00153 ^{\{ 13 \}}\)

 

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

\(0.00037 ^{\{ 6.5 \}}\)

\(0.00063 ^{\{ 12 \}}\)

\(0.00051 ^{\{ 11 \}}\)

\(0.00118 ^{\{ 16 \}}\)

\(4e-04 ^{\{ 9 \}}\)

\(0.00078 ^{\{ 14 \}}\)

\(0.00048 ^{\{ 10 \}}\)

\(0.00075 ^{\{ 13 \}}\)

 

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

\(0.03024 ^{\{ 8 \}}\)

\(0.03531 ^{\{ 12 \}}\)

\(0.03139 ^{\{ 10 \}}\)

\(0.05693 ^{\{ 16 \}}\)

\(0.03077 ^{\{ 9 \}}\)

\(0.04001 ^{\{ 14 \}}\)

\(0.03179 ^{\{ 11 \}}\)

\(0.03962 ^{\{ 13 \}}\)

 

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

\(0.07529 ^{\{ 6 \}}\)

\(0.09843 ^{\{ 12 \}}\)

\(0.08862 ^{\{ 11 \}}\)

\(0.12905 ^{\{ 16 \}}\)

\(0.07941 ^{\{ 9 \}}\)

\(0.11164 ^{\{ 14 \}}\)

\(0.08652 ^{\{ 10 \}}\)

\(0.10959 ^{\{ 13 \}}\)

 

\(\pmb K{_4}\)

\(0.01023 ^{\{ 8 \}}\)

\(0.01467 ^{\{ 13 \}}\)

\(0.01325 ^{\{ 12 \}}\)

\(0.01723 ^{\{ 16 \}}\)

\(0.01099 ^{\{ 9 \}}\)

\(0.01622 ^{\{ 14 \}}\)

\(0.01206 ^{\{ 10 \}}\)

\(0.01637 ^{\{ 15 \}}\)

 

\(\pmb K{_5}\)

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

\(0.02415 ^{\{ 13 \}}\)

\(0.02194 ^{\{ 11.5 \}}\)

\(0.03107 ^{\{ 16 \}}\)

\(0.01857 ^{\{ 9 \}}\)

\(0.0268 ^{\{ 14 \}}\)

\(0.02022 ^{\{ 10 \}}\)

\(0.0272 ^{\{ 15 \}}\)

 

\(\pmb K{_6}\)

\(0.00845 ^{\{ 8 \}}\)

\(0.01019 ^{\{ 13 \}}\)

\(0.00933 ^{\{ 11.5 \}}\)

\(0.01646 ^{\{ 16 \}}\)

\(0.00824 ^{\{ 9 \}}\)

\(0.01111 ^{\{ 14 \}}\)

\(0.00876 ^{\{ 10 \}}\)

\(0.01123 ^{\{ 15 \}}\)

 

\(\sum Ranks\)

\(66.5 ^{\{ 8 \}}\)

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

\(95.5 ^{\{ 11 \}}\)

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

\(87 ^{\{ 9 \}}\)

\(123 ^{\{ 15 \}}\)

\(91 ^{\{ 10 \}}\)

\(120 ^{\{ 14 \}}\)

400

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

\(0.02132 ^{\{ 9 \}}\)

\(0.02487 ^{\{ 12 \}}\)

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

\(0.04026 ^{\{ 16 \}}\)

\(0.02173 ^{\{ 10 \}}\)

\(0.02732 ^{\{ 14 \}}\)

\(0.02072 ^{\{ 7 \}}\)

\(0.02694 ^{\{ 13 \}}\)

 

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

\(0.01314 ^{\{ 5 \}}\)

\(0.01735 ^{\{ 12 \}}\)

\(0.01512 ^{\{ 11 \}}\)

\(0.02242 ^{\{ 16 \}}\)

\(0.01382 ^{\{ 9 \}}\)

\(0.01936 ^{\{ 14 \}}\)

\(0.01426 ^{\{ 10 \}}\)

\(0.019 ^{\{ 13 \}}\)

 

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

\(0.00073 ^{\{ 9 \}}\)

\(0.00094 ^{\{ 12 \}}\)

\(0.00077 ^{\{ 10 \}}\)

\(0.00279 ^{\{ 16 \}}\)

\(8e-04 ^{\{ 11 \}}\)

\(0.00115 ^{\{ 13 \}}\)

\(0.00067 ^{\{ 6.5 \}}\)

\(0.00116 ^{\{ 14 \}}\)

 

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

\(0.00028 ^{\{ 6 \}}\)

\(0.00048 ^{\{ 12 \}}\)

\(0.00037 ^{\{ 11 \}}\)

\(0.00091 ^{\{ 16 \}}\)

\(0.00034 ^{\{ 10 \}}\)

\(6e-04 ^{\{ 14 \}}\)

\(0.00033 ^{\{ 9 \}}\)

\(0.00058 ^{\{ 13 \}}\)

 

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

\(0.02665 ^{\{ 9 \}}\)

\(0.03108 ^{\{ 12 \}}\)

\(0.0275 ^{\{ 11 \}}\)

\(0.05033 ^{\{ 16 \}}\)

\(0.02717 ^{\{ 10 \}}\)

\(0.03415 ^{\{ 14 \}}\)

\(0.0259 ^{\{ 7 \}}\)

\(0.03367 ^{\{ 13 \}}\)

 

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

\(0.06571 ^{\{ 5 \}}\)

\(0.08676 ^{\{ 12 \}}\)

\(0.07562 ^{\{ 11 \}}\)

\(0.11211 ^{\{ 16 \}}\)

\(0.0691 ^{\{ 9 \}}\)

\(0.09682 ^{\{ 14 \}}\)

\(0.0713 ^{\{ 10 \}}\)

\(0.09501 ^{\{ 13 \}}\)

 

\(\pmb K{_4}\)

\(0.00912 ^{\{ 9 \}}\)

\(0.01297 ^{\{ 13 \}}\)

\(0.01111 ^{\{ 12 \}}\)

\(0.01539 ^{\{ 16 \}}\)

\(0.00905 ^{\{ 8 \}}\)

\(0.01416 ^{\{ 14 \}}\)

\(0.01061 ^{\{ 10 \}}\)

\(0.01438 ^{\{ 15 \}}\)

 

\(\pmb K{_5}\)

\(0.01555 ^{\{ 9 \}}\)

\(0.02156 ^{\{ 13 \}}\)

\(0.01849 ^{\{ 11 \}}\)

\(0.02796 ^{\{ 16 \}}\)

\(0.01544 ^{\{ 8 \}}\)

\(0.02343 ^{\{ 14 \}}\)

\(0.01756 ^{\{ 10 \}}\)

\(0.02371 ^{\{ 15 \}}\)

 

\(\pmb K{_6}\)

\(0.00734 ^{\{ 9 \}}\)

\(0.00869 ^{\{ 13 \}}\)

\(0.00794 ^{\{ 11 \}}\)

\(0.01391 ^{\{ 16 \}}\)

\(0.00699 ^{\{ 8 \}}\)

\(0.0093 ^{\{ 14 \}}\)

\(0.00728 ^{\{ 10 \}}\)

\(0.00957 ^{\{ 15 \}}\)

 

\(\sum Ranks\)

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

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

\(99 ^{\{ 11 \}}\)

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

\(89 ^{\{ 10 \}}\)

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

\(78.5 ^{\{ 9 \}}\)

\(122 ^{\{ 14 \}}\)

500

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

\(0.01941 ^{\{ 9 \}}\)

\(0.02191 ^{\{ 12 \}}\)

\(0.0203 ^{\{ 11 \}}\)

\(0.03691 ^{\{ 16 \}}\)

\(0.01978 ^{\{ 10 \}}\)

\(0.02422 ^{\{ 14 \}}\)

\(0.0192 ^{\{ 8 \}}\)

\(0.0239 ^{\{ 13 \}}\)

 

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

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

\(0.015 ^{\{ 12 \}}\)

\(0.01383 ^{\{ 11 \}}\)

\(0.02042 ^{\{ 16 \}}\)

\(0.0128 ^{\{ 9 \}}\)

\(0.01699 ^{\{ 14 \}}\)

\(0.01307 ^{\{ 10 \}}\)

\(0.01665 ^{\{ 13 \}}\)

 

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

\(0.00058 ^{\{ 9 \}}\)

\(0.00074 ^{\{ 12 \}}\)

\(0.00064 ^{\{ 10 \}}\)

\(0.00222 ^{\{ 16 \}}\)

\(0.00066 ^{\{ 11 \}}\)

\(0.00091 ^{\{ 14 \}}\)

\(0.00057 ^{\{ 8 \}}\)

\(9e-04 ^{\{ 13 \}}\)

 

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

\(0.00023 ^{\{ 8 \}}\)

\(0.00035 ^{\{ 12 \}}\)

\(0.00031 ^{\{ 11 \}}\)

\(0.00069 ^{\{ 16 \}}\)

\(0.00028 ^{\{ 10 \}}\)

\(0.00046 ^{\{ 14 \}}\)

\(0.00027 ^{\{ 9 \}}\)

\(0.00045 ^{\{ 13 \}}\)

 

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

\(0.02426 ^{\{ 9 \}}\)

\(0.02739 ^{\{ 12 \}}\)

\(0.02537 ^{\{ 11 \}}\)

\(0.04613 ^{\{ 16 \}}\)

\(0.02473 ^{\{ 10 \}}\)

\(0.03028 ^{\{ 14 \}}\)

\(0.024 ^{\{ 8 \}}\)

\(0.02987 ^{\{ 13 \}}\)

 

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

\(0.06095 ^{\{ 8 \}}\)

\(0.07498 ^{\{ 12 \}}\)

\(0.06913 ^{\{ 11 \}}\)

\(0.1021 ^{\{ 16 \}}\)

\(0.06401 ^{\{ 9 \}}\)

\(0.08495 ^{\{ 14 \}}\)

\(0.06533 ^{\{ 10 \}}\)

\(0.08324 ^{\{ 13 \}}\)

 

\(\pmb K{_4}\)

\(0.008 ^{\{ 8 \}}\)

\(0.01135 ^{\{ 13 \}}\)

\(0.0104 ^{\{ 12 \}}\)

\(0.01418 ^{\{ 16 \}}\)

\(0.00835 ^{\{ 9 \}}\)

\(0.01302 ^{\{ 14 \}}\)

\(0.00945 ^{\{ 10 \}}\)

\(0.01316 ^{\{ 15 \}}\)

 

\(\pmb K{_5}\)

\(0.01364 ^{\{ 8 \}}\)

\(0.01879 ^{\{ 13 \}}\)

\(0.01726 ^{\{ 11 \}}\)

\(0.02577 ^{\{ 16 \}}\)

\(0.01421 ^{\{ 9 \}}\)

\(0.02145 ^{\{ 14 \}}\)

\(0.01582 ^{\{ 10 \}}\)

\(0.02167 ^{\{ 15 \}}\)

 

\(\pmb K{_6}\)

\(0.00625 ^{\{ 8 \}}\)

\(0.00735 ^{\{ 13 \}}\)

\(0.00686 ^{\{ 11 \}}\)

\(0.01235 ^{\{ 16 \}}\)

\(0.00612 ^{\{ 9 \}}\)

\(0.00843 ^{\{ 14 \}}\)

\(0.00642 ^{\{ 10 \}}\)

\(0.0083 ^{\{ 15 \}}\)

 

\(\sum Ranks\)

\(75 ^{\{ 8 \}}\)

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

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

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

\(84 ^{\{ 10 \}}\)

\(124 ^{\{ 15 \}}\)

\(82 ^{\{ 9 \}}\)

\(123 ^{\{ 14 \}}\)