Table 8 Numerical values of simulation measures for \(\alpha =1.25,~\beta =0.3\) 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

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

\(0.0979 ^{\{ 2 \}}\)

\(0.10582 ^{\{ 3 \}}\)

\(0.12675 ^{\{ 11 \}}\)

\(0.11862 ^{\{ 6 \}}\)

\(0.11747 ^{\{ 5 \}}\)

\(0.08667 ^{\{ 1 \}}\)

\(0.12098 ^{\{ 8 \}}\)

\(0.11658 ^{\{ 4 \}}\)

 

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

\(0.05089 ^{\{ 1 \}}\)

\(0.05593 ^{\{ 3 \}}\)

\(0.06121 ^{\{ 4 \}}\)

\(0.06716 ^{\{ 10 \}}\)

\(0.06186 ^{\{ 6 \}}\)

\(0.05163 ^{\{ 2 \}}\)

\(0.06255 ^{\{ 8 \}}\)

\(0.0617 ^{\{ 5 \}}\)

 

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

\(0.01564 ^{\{ 2 \}}\)

\(0.01756 ^{\{ 3 \}}\)

\(0.02658 ^{\{ 11 \}}\)

\(0.02046 ^{\{ 4 \}}\)

\(0.02203 ^{\{ 7 \}}\)

\(0.01458 ^{\{ 1 \}}\)

\(0.02502 ^{\{ 9 \}}\)

\(0.02104 ^{\{ 5 \}}\)

 

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

\(0.00399 ^{\{ 1 \}}\)

\(0.00503 ^{\{ 2 \}}\)

\(0.00567 ^{\{ 4 \}}\)

\(0.00719 ^{\{ 10 \}}\)

\(0.00625 ^{\{ 9 \}}\)

\(0.00544 ^{\{ 3 \}}\)

\(0.00618 ^{\{ 8 \}}\)

\(0.00593 ^{\{ 5 \}}\)

 

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

\(0.07832 ^{\{ 2 \}}\)

\(0.08466 ^{\{ 3 \}}\)

\(0.1014 ^{\{ 11 \}}\)

\(0.09489 ^{\{ 6 \}}\)

\(0.09398 ^{\{ 5 \}}\)

\(0.06934 ^{\{ 1 \}}\)

\(0.09678 ^{\{ 8 \}}\)

\(0.09327 ^{\{ 4 \}}\)

 

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

\(0.16962 ^{\{ 1 \}}\)

\(0.18644 ^{\{ 3 \}}\)

\(0.20404 ^{\{ 4 \}}\)

\(0.22388 ^{\{ 10 \}}\)

\(0.20621 ^{\{ 6 \}}\)

\(0.1721 ^{\{ 2 \}}\)

\(0.20851 ^{\{ 8 \}}\)

\(0.20566 ^{\{ 5 \}}\)

 

\(\pmb K{_4}\)

\(0.02973 ^{\{ 3 \}}\)

\(0.02964 ^{\{ 2 \}}\)

\(0.03213 ^{\{ 7 \}}\)

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

\(0.03231 ^{\{ 8 \}}\)

\(0.02928 ^{\{ 1 \}}\)

\(0.03211 ^{\{ 6 \}}\)

\(0.03137 ^{\{ 5 \}}\)

 

\(\pmb K{_5}\)

\(0.04934 ^{\{ 2 \}}\)

\(0.05053 ^{\{ 3 \}}\)

\(0.0549 ^{\{ 7 \}}\)

\(0.05394 ^{\{ 5 \}}\)

\(0.05521 ^{\{ 8 \}}\)

\(0.04878 ^{\{ 1 \}}\)

\(0.05467 ^{\{ 6 \}}\)

\(0.05342 ^{\{ 4 \}}\)

 

\(\pmb K{_6}\)

\(1.0362 ^{\{ 2 \}}\)

\(0.74786 ^{\{ 3 \}}\)

\(1.32434 ^{\{ 7 \}}\)

\(0.40554 ^{\{ 5 \}}\)

\(0.7737 ^{\{ 8 \}}\)

\(0.03281 ^{\{ 1 \}}\)

\(1.45491 ^{\{ 6 \}}\)

\(0.86427 ^{\{ 4 \}}\)

 

\(\sum Ranks\)

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

\(27 ^{\{ 3 \}}\)

\(70 ^{\{ 7 \}}\)

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

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

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

\(74 ^{\{ 8 \}}\)

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

80

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

\(0.05936 ^{\{ 2 \}}\)

\(0.06189 ^{\{ 3 \}}\)

\(0.07323 ^{\{ 8 \}}\)

\(0.0682 ^{\{ 6 \}}\)

\(0.07019 ^{\{ 7 \}}\)

\(0.05719 ^{\{ 1 \}}\)

\(0.06808 ^{\{ 5 \}}\)

\(0.06711 ^{\{ 4 \}}\)

 

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

\(0.03187 ^{\{ 1 \}}\)

\(0.03246 ^{\{ 3 \}}\)

\(0.03666 ^{\{ 5 \}}\)

\(0.03725 ^{\{ 8 \}}\)

\(0.0368 ^{\{ 6 \}}\)

\(0.032 ^{\{ 2 \}}\)

\(0.03713 ^{\{ 7 \}}\)

\(0.0352 ^{\{ 4 \}}\)

 

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

\(0.00557 ^{\{ 1 \}}\)

\(0.00624 ^{\{ 2 \}}\)

\(0.00869 ^{\{ 9 \}}\)

\(0.00693 ^{\{ 4 \}}\)

\(0.00766 ^{\{ 7 \}}\)

\(0.00652 ^{\{ 3 \}}\)

\(0.00733 ^{\{ 6 \}}\)

\(0.00696 ^{\{ 5 \}}\)

 

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

\(0.00157 ^{\{ 1 \}}\)

\(0.0017 ^{\{ 2 \}}\)

\(0.00213 ^{\{ 6 \}}\)

\(0.00216 ^{\{ 7 \}}\)

\(0.00212 ^{\{ 5 \}}\)

\(0.0022 ^{\{ 8.5 \}}\)

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

\(0.0019 ^{\{ 3 \}}\)

 

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

\(0.04749 ^{\{ 2 \}}\)

\(0.04952 ^{\{ 3 \}}\)

\(0.05858 ^{\{ 8 \}}\)

\(0.05456 ^{\{ 6 \}}\)

\(0.05615 ^{\{ 7 \}}\)

\(0.04576 ^{\{ 1 \}}\)

\(0.05446 ^{\{ 5 \}}\)

\(0.05369 ^{\{ 4 \}}\)

 

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

\(0.10624 ^{\{ 1 \}}\)

\(0.1082 ^{\{ 3 \}}\)

\(0.12219 ^{\{ 5 \}}\)

\(0.12416 ^{\{ 8 \}}\)

\(0.12265 ^{\{ 6 \}}\)

\(0.10665 ^{\{ 2 \}}\)

\(0.12377 ^{\{ 7 \}}\)

\(0.11733 ^{\{ 4 \}}\)

 

\(\pmb K{_4}\)

\(0.01798 ^{\{ 2 \}}\)

\(0.01801 ^{\{ 3 \}}\)

\(0.01987 ^{\{ 8 \}}\)

\(0.01896 ^{\{ 4 \}}\)

\(0.0196 ^{\{ 7 \}}\)

\(0.01768 ^{\{ 1 \}}\)

\(0.01921 ^{\{ 5 \}}\)

\(0.01935 ^{\{ 6 \}}\)

 

\(\pmb K{_5}\)

\(0.03002 ^{\{ 2 \}}\)

\(0.03049 ^{\{ 3 \}}\)

\(0.03407 ^{\{ 8 \}}\)

\(0.03253 ^{\{ 5 \}}\)

\(0.03334 ^{\{ 7 \}}\)

\(0.02982 ^{\{ 1 \}}\)

\(0.03242 ^{\{ 4 \}}\)

\(0.03279 ^{\{ 6 \}}\)

 

\(\pmb K{_6}\)

\(0.41502 ^{\{ 2 \}}\)

\(0.34711 ^{\{ 3 \}}\)

\(0.44372 ^{\{ 8 \}}\)

\(0.20481 ^{\{ 5 \}}\)

\(0.32963 ^{\{ 7 \}}\)

\(0.01834 ^{\{ 1 \}}\)

\(0.42709 ^{\{ 4 \}}\)

\(0.37835 ^{\{ 6 \}}\)

 

\(\sum Ranks\)

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

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

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

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

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

\(20.5 ^{\{ 1 \}}\)

\(55 ^{\{ 6 \}}\)

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

150

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

\(0.04218 ^{\{ 2 \}}\)

\(0.04608 ^{\{ 3 \}}\)

\(0.05085 ^{\{ 6 \}}\)

\(0.04955 ^{\{ 5 \}}\)

\(0.05098 ^{\{ 7 \}}\)

\(0.03956 ^{\{ 1 \}}\)

\(0.05215 ^{\{ 8 \}}\)

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

 

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

\(0.0227 ^{\{ 2 \}}\)

\(0.02413 ^{\{ 3 \}}\)

\(0.02614 ^{\{ 5 \}}\)

\(0.02625 ^{\{ 7 \}}\)

\(0.02617 ^{\{ 6 \}}\)

\(0.022 ^{\{ 1 \}}\)

\(0.0276 ^{\{ 9 \}}\)

\(0.02458 ^{\{ 4 \}}\)

 

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

\(0.00279 ^{\{ 1 \}}\)

\(0.00334 ^{\{ 3 \}}\)

\(0.00406 ^{\{ 6 \}}\)

\(0.0037 ^{\{ 5 \}}\)

\(0.00414 ^{\{ 7 \}}\)

\(0.00311 ^{\{ 2 \}}\)

\(0.0043 ^{\{ 8 \}}\)

\(0.00339 ^{\{ 4 \}}\)

 

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

\(8e-04 ^{\{ 1 \}}\)

\(0.00093 ^{\{ 2 \}}\)

\(0.00106 ^{\{ 5 \}}\)

\(0.00109 ^{\{ 6.5 \}}\)

\(0.00109 ^{\{ 6.5 \}}\)

\(0.00097 ^{\{ 4 \}}\)

\(0.00121 ^{\{ 9 \}}\)

\(0.00094 ^{\{ 3 \}}\)

 

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

\(0.03374 ^{\{ 2 \}}\)

\(0.03686 ^{\{ 3 \}}\)

\(0.04068 ^{\{ 6 \}}\)

\(0.03964 ^{\{ 5 \}}\)

\(0.04078 ^{\{ 7 \}}\)

\(0.03165 ^{\{ 1 \}}\)

\(0.04172 ^{\{ 8 \}}\)

\(0.03703 ^{\{ 4 \}}\)

 

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

\(0.07566 ^{\{ 2 \}}\)

\(0.08043 ^{\{ 3 \}}\)

\(0.08713 ^{\{ 5 \}}\)

\(0.08749 ^{\{ 7 \}}\)

\(0.08723 ^{\{ 6 \}}\)

\(0.07332 ^{\{ 1 \}}\)

\(0.092 ^{\{ 9 \}}\)

\(0.08193 ^{\{ 4 \}}\)

 

\(\pmb K{_4}\)

\(0.01335 ^{\{ 3 \}}\)

\(0.01346 ^{\{ 4 \}}\)

\(0.0143 ^{\{ 8 \}}\)

\(0.01331 ^{\{ 2 \}}\)

\(0.01416 ^{\{ 6 \}}\)

\(0.01318 ^{\{ 1 \}}\)

\(0.01419 ^{\{ 7 \}}\)

\(0.01354 ^{\{ 5 \}}\)

 

\(\pmb K{_5}\)

\(0.02227 ^{\{ 2 \}}\)

\(0.02282 ^{\{ 3.5 \}}\)

\(0.02426 ^{\{ 7.5 \}}\)

\(0.02282 ^{\{ 3.5 \}}\)

\(0.02421 ^{\{ 6 \}}\)

\(0.02198 ^{\{ 1 \}}\)

\(0.02426 ^{\{ 7.5 \}}\)

\(0.02289 ^{\{ 5 \}}\)

 

\(\pmb K{_6}\)

\(0.24077 ^{\{ 2 \}}\)

\(0.24239 ^{\{ 3.5 \}}\)

\(0.26909 ^{\{ 7.5 \}}\)

\(0.13368 ^{\{ 3.5 \}}\)

\(0.2293 ^{\{ 6 \}}\)

\(0.01275 ^{\{ 1 \}}\)

\(0.26762 ^{\{ 7.5 \}}\)

\(0.21217 ^{\{ 5 \}}\)

 

\(\sum Ranks\)

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

\(33.5 ^{\{ 2 \}}\)

\(60.5 ^{\{ 7 \}}\)

\(42 ^{\{ 5 \}}\)

\(57.5 ^{\{ 6 \}}\)

\(12 ^{\{ 1 \}}\)

\(76.5 ^{\{ 8 \}}\)

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

300

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

\(0.02885 ^{\{ 2 \}}\)

\(0.03333 ^{\{ 5 \}}\)

\(0.03603 ^{\{ 6 \}}\)

\(0.03301 ^{\{ 3 \}}\)

\(0.03743 ^{\{ 9 \}}\)

\(0.02802 ^{\{ 1 \}}\)

\(0.0369 ^{\{ 8 \}}\)

\(0.03332 ^{\{ 4 \}}\)

 

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

\(0.01622 ^{\{ 2 \}}\)

\(0.01764 ^{\{ 4 \}}\)

\(0.01829 ^{\{ 7 \}}\)

\(0.01787 ^{\{ 5 \}}\)

\(0.0192 ^{\{ 8 \}}\)

\(0.01513 ^{\{ 1 \}}\)

\(0.01972 ^{\{ 9 \}}\)

\(0.01753 ^{\{ 3 \}}\)

 

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

\(0.0013 ^{\{ 1 \}}\)

\(0.00172 ^{\{ 5 \}}\)

\(0.00205 ^{\{ 6 \}}\)

\(0.00167 ^{\{ 3 \}}\)

\(0.00214 ^{\{ 7 \}}\)

\(0.00158 ^{\{ 2 \}}\)

\(0.00221 ^{\{ 9 \}}\)

\(0.00169 ^{\{ 4 \}}\)

 

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

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

\(0.00047 ^{\{ 2.5 \}}\)

\(0.00053 ^{\{ 6.5 \}}\)

\(5e-04 ^{\{ 4.5 \}}\)

\(0.00057 ^{\{ 8 \}}\)

\(5e-04 ^{\{ 4.5 \}}\)

\(0.00063 ^{\{ 9 \}}\)

\(0.00047 ^{\{ 2.5 \}}\)

 

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

\(0.02308 ^{\{ 2 \}}\)

\(0.02666 ^{\{ 4.5 \}}\)

\(0.02882 ^{\{ 6 \}}\)

\(0.0264 ^{\{ 3 \}}\)

\(0.02994 ^{\{ 9 \}}\)

\(0.02242 ^{\{ 1 \}}\)

\(0.02952 ^{\{ 8 \}}\)

\(0.02666 ^{\{ 4.5 \}}\)

 

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

\(0.05406 ^{\{ 2 \}}\)

\(0.05879 ^{\{ 4 \}}\)

\(0.06096 ^{\{ 7 \}}\)

\(0.05958 ^{\{ 5 \}}\)

\(0.06401 ^{\{ 8 \}}\)

\(0.05042 ^{\{ 1 \}}\)

\(0.06572 ^{\{ 9 \}}\)

\(0.05843 ^{\{ 3 \}}\)

 

\(\pmb K{_4}\)

\(0.00946 ^{\{ 2 \}}\)

\(0.00953 ^{\{ 4 \}}\)

\(0.00972 ^{\{ 5 \}}\)

\(0.00978 ^{\{ 6 \}}\)

\(0.01021 ^{\{ 7 \}}\)

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

\(0.01041 ^{\{ 9 \}}\)

\(0.0095 ^{\{ 3 \}}\)

 

\(\pmb K{_5}\)

\(0.01568 ^{\{ 2 \}}\)

\(0.01612 ^{\{ 4 \}}\)

\(0.0166 ^{\{ 6 \}}\)

\(0.01651 ^{\{ 5 \}}\)

\(0.01744 ^{\{ 7 \}}\)

\(0.01551 ^{\{ 1 \}}\)

\(0.01758 ^{\{ 8 \}}\)

\(0.01608 ^{\{ 3 \}}\)

 

\(\pmb K{_6}\)

\(0.12853 ^{\{ 2 \}}\)

\(0.14192 ^{\{ 4 \}}\)

\(0.15092 ^{\{ 6 \}}\)

\(0.08588 ^{\{ 5 \}}\)

\(0.13886 ^{\{ 7 \}}\)

\(0.00852 ^{\{ 1 \}}\)

\(0.1656 ^{\{ 8 \}}\)

\(0.13348 ^{\{ 3 \}}\)

 

\(\sum Ranks\)

\(18 ^{\{ 1 \}}\)

\(41 ^{\{ 4 \}}\)

\(57.5 ^{\{ 6 \}}\)

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

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

\(24.5 ^{\{ 2 \}}\)

\(80 ^{\{ 9 \}}\)

\(32 ^{\{ 3 \}}\)

400

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

\(0.02535 ^{\{ 2 \}}\)

\(0.02748 ^{\{ 3 \}}\)

\(0.03061 ^{\{ 6 \}}\)

\(0.02937 ^{\{ 5 \}}\)

\(0.03224 ^{\{ 8 \}}\)

\(0.02375 ^{\{ 1 \}}\)

\(0.03135 ^{\{ 7 \}}\)

\(0.02816 ^{\{ 4 \}}\)

 

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

\(0.0138 ^{\{ 2 \}}\)

\(0.0145 ^{\{ 3 \}}\)

\(0.01588 ^{\{ 6 \}}\)

\(0.01584 ^{\{ 5 \}}\)

\(0.01669 ^{\{ 8 \}}\)

\(0.01292 ^{\{ 1 \}}\)

\(0.01691 ^{\{ 9 \}}\)

\(0.01499 ^{\{ 4 \}}\)

 

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

\(0.001 ^{\{ 1 \}}\)

\(0.00124 ^{\{ 3 \}}\)

\(0.00148 ^{\{ 6 \}}\)

\(0.00132 ^{\{ 5 \}}\)

\(0.00159 ^{\{ 8 \}}\)

\(0.00112 ^{\{ 2 \}}\)

\(0.00152 ^{\{ 7 \}}\)

\(0.00125 ^{\{ 4 \}}\)

 

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

\(3e-04 ^{\{ 1 \}}\)

\(0.00034 ^{\{ 2.5 \}}\)

\(4e-04 ^{\{ 5.5 \}}\)

\(4e-04 ^{\{ 5.5 \}}\)

\(0.00043 ^{\{ 8 \}}\)

\(0.00034 ^{\{ 2.5 \}}\)

\(0.00045 ^{\{ 9 \}}\)

\(0.00035 ^{\{ 4 \}}\)

 

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

\(0.02028 ^{\{ 2 \}}\)

\(0.02198 ^{\{ 3 \}}\)

\(0.02449 ^{\{ 6 \}}\)

\(0.0235 ^{\{ 5 \}}\)

\(0.0258 ^{\{ 8 \}}\)

\(0.019 ^{\{ 1 \}}\)

\(0.02508 ^{\{ 7 \}}\)

\(0.02253 ^{\{ 4 \}}\)

 

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

\(0.046 ^{\{ 2 \}}\)

\(0.04833 ^{\{ 3 \}}\)

\(0.05293 ^{\{ 6 \}}\)

\(0.05279 ^{\{ 5 \}}\)

\(0.05563 ^{\{ 8 \}}\)

\(0.04306 ^{\{ 1 \}}\)

\(0.05637 ^{\{ 9 \}}\)

\(0.04997 ^{\{ 4 \}}\)

 

\(\pmb K{_4}\)

\(0.00801 ^{\{ 2 \}}\)

\(0.00826 ^{\{ 4 \}}\)

\(0.00887 ^{\{ 7.5 \}}\)

\(0.00829 ^{\{ 5 \}}\)

\(0.00877 ^{\{ 6 \}}\)

\(0.00789 ^{\{ 1 \}}\)

\(0.00892 ^{\{ 9 \}}\)

\(0.00821 ^{\{ 3 \}}\)

 

\(\pmb K{_5}\)

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

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

\(0.01503 ^{\{ 6 \}}\)

\(0.01407 ^{\{ 5 \}}\)

\(0.01504 ^{\{ 7 \}}\)

\(0.0132 ^{\{ 1 \}}\)

\(0.01512 ^{\{ 8 \}}\)

\(0.01391 ^{\{ 4 \}}\)

 

\(\pmb K{_6}\)

\(0.1081 ^{\{ 2 \}}\)

\(0.10327 ^{\{ 3 \}}\)

\(0.12704 ^{\{ 6 \}}\)

\(0.07395 ^{\{ 5 \}}\)

\(0.1181 ^{\{ 7 \}}\)

\(0.00715 ^{\{ 1 \}}\)

\(0.13335 ^{\{ 8 \}}\)

\(0.10639 ^{\{ 4 \}}\)

 

\(\sum Ranks\)

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

\(27.5 ^{\{ 2 \}}\)

\(68 ^{\{ 7 \}}\)

\(52.5 ^{\{ 5 \}}\)

\(66 ^{\{ 6 \}}\)

\(10.5 ^{\{ 1 \}}\)

\(74 ^{\{ 9 \}}\)

\(36 ^{\{ 4 \}}\)

500

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

\(0.02277 ^{\{ 2 \}}\)

\(0.02502 ^{\{ 5 \}}\)

\(0.02899 ^{\{ 8.5 \}}\)

\(0.02491 ^{\{ 4 \}}\)

\(0.02869 ^{\{ 7 \}}\)

\(0.02044 ^{\{ 1 \}}\)

\(0.02764 ^{\{ 6 \}}\)

\(0.02479 ^{\{ 3 \}}\)

 

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

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

\(0.01327 ^{\{ 4 \}}\)

\(0.01503 ^{\{ 10 \}}\)

\(0.0133 ^{\{ 5 \}}\)

\(0.01474 ^{\{ 7 \}}\)

\(0.01101 ^{\{ 1 \}}\)

\(0.01461 ^{\{ 6 \}}\)

\(0.01306 ^{\{ 3 \}}\)

 

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

\(0.00081 ^{\{ 1 \}}\)

\(0.00099 ^{\{ 4 \}}\)

\(0.00131 ^{\{ 8 \}}\)

\(0.00098 ^{\{ 3 \}}\)

\(0.00128 ^{\{ 7 \}}\)

\(0.00086 ^{\{ 2 \}}\)

\(0.00121 ^{\{ 6 \}}\)

\(0.001 ^{\{ 5 \}}\)

 

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

\(0.00023 ^{\{ 1 \}}\)

\(0.00028 ^{\{ 4.5 \}}\)

\(0.00035 ^{\{ 9 \}}\)

\(0.00028 ^{\{ 4.5 \}}\)

\(0.00034 ^{\{ 7 \}}\)

\(0.00026 ^{\{ 2 \}}\)

\(0.00034 ^{\{ 7 \}}\)

\(0.00027 ^{\{ 3 \}}\)

 

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

\(0.01822 ^{\{ 2 \}}\)

\(0.02001 ^{\{ 5 \}}\)

\(0.02319 ^{\{ 8.5 \}}\)

\(0.01993 ^{\{ 4 \}}\)

\(0.02295 ^{\{ 7 \}}\)

\(0.01635 ^{\{ 1 \}}\)

\(0.02211 ^{\{ 6 \}}\)

\(0.01983 ^{\{ 3 \}}\)

 

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

\(0.04055 ^{\{ 2 \}}\)

\(0.04422 ^{\{ 4 \}}\)

\(0.05009 ^{\{ 10 \}}\)

\(0.04433 ^{\{ 5 \}}\)

\(0.04912 ^{\{ 7 \}}\)

\(0.03671 ^{\{ 1 \}}\)

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

\(0.04353 ^{\{ 3 \}}\)

 

\(\pmb K{_4}\)

\(0.00675 ^{\{ 1 \}}\)

\(0.00726 ^{\{ 4 \}}\)

\(0.00794 ^{\{ 8 \}}\)

\(0.0072 ^{\{ 3 \}}\)

\(0.00771 ^{\{ 7 \}}\)

\(0.00692 ^{\{ 2 \}}\)

\(0.00767 ^{\{ 6 \}}\)

\(0.00746 ^{\{ 5 \}}\)

 

\(\pmb K{_5}\)

\(0.01137 ^{\{ 1 \}}\)

\(0.01228 ^{\{ 4 \}}\)

\(0.01351 ^{\{ 8 \}}\)

\(0.01213 ^{\{ 3 \}}\)

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

\(0.01152 ^{\{ 2 \}}\)

\(0.01305 ^{\{ 6 \}}\)

\(0.01255 ^{\{ 5 \}}\)

 

\(\pmb K{_6}\)

\(0.08507 ^{\{ 1 \}}\)

\(0.08993 ^{\{ 4 \}}\)

\(0.11044 ^{\{ 8 \}}\)

\(0.06485 ^{\{ 3 \}}\)

\(0.10595 ^{\{ 7 \}}\)

\(0.00637 ^{\{ 2 \}}\)

\(0.10808 ^{\{ 6 \}}\)

\(0.08979 ^{\{ 5 \}}\)

 

\(\sum Ranks\)

\(16 ^{\{ 2 \}}\)

\(40.5 ^{\{ 5 \}}\)

\(84 ^{\{ 9.5 \}}\)

\(33.5 ^{\{ 3 \}}\)

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

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

\(61 ^{\{ 6 \}}\)

\(35 ^{\{ 4 \}}\)

n

Est.

LTADE

MSADE

MSALDE

ADSOE

KE

MSSD

MSSLD

MSLND

30

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

\(0.12691 ^{\{ 12 \}}\)

\(0.13887 ^{\{ 13 \}}\)

\(0.12627 ^{\{ 9 \}}\)

\(0.18167 ^{\{ 16 \}}\)

\(0.12653 ^{\{ 10 \}}\)

\(0.16721 ^{\{ 14 \}}\)

\(0.11951 ^{\{ 7 \}}\)

\(0.17252 ^{\{ 15 \}}\)

 

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

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

\(0.08014 ^{\{ 13 \}}\)

\(0.07484 ^{\{ 12 \}}\)

\(0.08209 ^{\{ 14 \}}\)

\(0.06237 ^{\{ 7 \}}\)

\(0.09146 ^{\{ 15 \}}\)

\(0.0693 ^{\{ 11 \}}\)

\(0.09449 ^{\{ 16 \}}\)

 

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

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

\(0.0302 ^{\{ 13 \}}\)

\(0.02446 ^{\{ 8 \}}\)

\(0.05273 ^{\{ 16 \}}\)

\(0.02736 ^{\{ 12 \}}\)

\(0.04295 ^{\{ 14 \}}\)

\(0.02194 ^{\{ 6 \}}\)

\(0.04481 ^{\{ 15 \}}\)

 

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

\(0.00599 ^{\{ 6 \}}\)

\(0.01032 ^{\{ 13 \}}\)

\(0.00907 ^{\{ 12 \}}\)

\(0.01067 ^{\{ 14 \}}\)

\(0.00612 ^{\{ 7 \}}\)

\(0.01292 ^{\{ 15 \}}\)

\(0.00782 ^{\{ 11 \}}\)

\(0.01355 ^{\{ 16 \}}\)

 

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

\(0.10152 ^{\{ 12 \}}\)

\(0.11109 ^{\{ 13 \}}\)

\(0.10102 ^{\{ 9 \}}\)

\(0.14533 ^{\{ 16 \}}\)

\(0.10122 ^{\{ 10 \}}\)

\(0.13377 ^{\{ 14 \}}\)

\(0.09561 ^{\{ 7 \}}\)

\(0.13802 ^{\{ 15 \}}\)

 

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

\(0.20899 ^{\{ 9 \}}\)

\(0.26713 ^{\{ 13 \}}\)

\(0.24945 ^{\{ 12 \}}\)

\(0.27365 ^{\{ 14 \}}\)

\(0.2079 ^{\{ 7 \}}\)

\(0.30486 ^{\{ 15 \}}\)

\(0.23099 ^{\{ 11 \}}\)

\(0.31497 ^{\{ 16 \}}\)

 

\(\pmb K{_4}\)

\(0.03334 ^{\{ 9 \}}\)

\(0.0454 ^{\{ 14 \}}\)

\(0.04176 ^{\{ 12 \}}\)

\(0.04423 ^{\{ 13 \}}\)

\(0.03437 ^{\{ 10 \}}\)

\(0.04581 ^{\{ 15 \}}\)

\(0.03608 ^{\{ 11 \}}\)

\(0.04713 ^{\{ 16 \}}\)

 

\(\pmb K{_5}\)

\(0.05713 ^{\{ 9 \}}\)

\(0.07536 ^{\{ 13 \}}\)

\(0.06987 ^{\{ 12 \}}\)

\(0.07868 ^{\{ 14 \}}\)

\(0.05881 ^{\{ 10 \}}\)

\(0.07899 ^{\{ 15 \}}\)

\(0.06064 ^{\{ 11 \}}\)

\(0.08054 ^{\{ 16 \}}\)

 

\(\pmb K{_6}\)

\(1.02465 ^{\{ 9 \}}\)

\(1.03032 ^{\{ 13 \}}\)

\(0.66627 ^{\{ 12 \}}\)

\(1.49751 ^{\{ 14 \}}\)

\(1.38903 ^{\{ 10 \}}\)

\(1.77718 ^{\{ 15 \}}\)

\(0.64579 ^{\{ 11 \}}\)

\(1.58558 ^{\{ 16 \}}\)

 

\(\sum Ranks\)

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

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

\(90 ^{\{ 12 \}}\)

\(131 ^{\{ 14 \}}\)

\(85 ^{\{ 11 \}}\)

\(133 ^{\{ 15 \}}\)

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

\(140 ^{\{ 16 \}}\)

80

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

\(0.07599 ^{\{ 11 \}}\)

\(0.08478 ^{\{ 13 \}}\)

\(0.07941 ^{\{ 12 \}}\)

\(0.13006 ^{\{ 16 \}}\)

\(0.07443 ^{\{ 10 \}}\)

\(0.09901 ^{\{ 15 \}}\)

\(0.07362 ^{\{ 9 \}}\)

\(0.09869 ^{\{ 14 \}}\)

 

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

\(0.03803 ^{\{ 10 \}}\)

\(0.04992 ^{\{ 13 \}}\)

\(0.04458 ^{\{ 12 \}}\)

\(0.05897 ^{\{ 16 \}}\)

\(0.03769 ^{\{ 9 \}}\)

\(0.05658 ^{\{ 15 \}}\)

\(0.04199 ^{\{ 11 \}}\)

\(0.05498 ^{\{ 14 \}}\)

 

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

\(0.00908 ^{\{ 11 \}}\)

\(0.0114 ^{\{ 13 \}}\)

\(0.00954 ^{\{ 12 \}}\)

\(0.02764 ^{\{ 16 \}}\)

\(0.00906 ^{\{ 10 \}}\)

\(0.01483 ^{\{ 14 \}}\)

\(0.00828 ^{\{ 8 \}}\)

\(0.01516 ^{\{ 15 \}}\)

 

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

\(0.00222 ^{\{ 10 \}}\)

\(0.004 ^{\{ 13 \}}\)

\(0.0032 ^{\{ 12 \}}\)

\(0.00605 ^{\{ 16 \}}\)

\(0.0022 ^{\{ 8.5 \}}\)

\(0.00504 ^{\{ 15 \}}\)

\(0.00289 ^{\{ 11 \}}\)

\(0.00488 ^{\{ 14 \}}\)

 

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

\(0.06079 ^{\{ 11 \}}\)

\(0.06783 ^{\{ 13 \}}\)

\(0.06353 ^{\{ 12 \}}\)

\(0.10405 ^{\{ 16 \}}\)

\(0.05954 ^{\{ 10 \}}\)

\(0.07921 ^{\{ 15 \}}\)

\(0.0589 ^{\{ 9 \}}\)

\(0.07895 ^{\{ 14 \}}\)

 

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

\(0.12678 ^{\{ 10 \}}\)

\(0.1664 ^{\{ 13 \}}\)

\(0.14861 ^{\{ 12 \}}\)

\(0.19656 ^{\{ 16 \}}\)

\(0.12562 ^{\{ 9 \}}\)

\(0.18859 ^{\{ 15 \}}\)

\(0.13997 ^{\{ 11 \}}\)

\(0.18328 ^{\{ 14 \}}\)

 

\(\pmb K{_4}\)

\(0.02022 ^{\{ 9 \}}\)

\(0.02863 ^{\{ 13 \}}\)

\(0.0252 ^{\{ 12 \}}\)

\(0.0309 ^{\{ 15 \}}\)

\(0.02126 ^{\{ 10 \}}\)

\(0.03058 ^{\{ 14 \}}\)

\(0.02309 ^{\{ 11 \}}\)

\(0.03098 ^{\{ 16 \}}\)

 

\(\pmb K{_5}\)

\(0.03459 ^{\{ 9 \}}\)

\(0.04752 ^{\{ 13 \}}\)

\(0.04237 ^{\{ 12 \}}\)

\(0.05561 ^{\{ 16 \}}\)

\(0.03601 ^{\{ 10 \}}\)

\(0.05173 ^{\{ 14 \}}\)

\(0.0387 ^{\{ 11 \}}\)

\(0.05234 ^{\{ 15 \}}\)

 

\(\pmb K{_6}\)

\(0.43041 ^{\{ 9 \}}\)

\(0.38039 ^{\{ 13 \}}\)

\(0.29607 ^{\{ 12 \}}\)

\(0.55892 ^{\{ 16 \}}\)

\(0.52846 ^{\{ 10 \}}\)

\(0.32574 ^{\{ 14 \}}\)

\(0.30886 ^{\{ 11 \}}\)

\(0.38154 ^{\{ 15 \}}\)

 

\(\sum Ranks\)

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

\(113 ^{\{ 13 \}}\)

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

\(143 ^{\{ 16 \}}\)

\(91.5 ^{\{ 10 \}}\)

\(122 ^{\{ 14 \}}\)

\(85 ^{\{ 9 \}}\)

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

150

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

\(0.05544 ^{\{ 10 \}}\)

\(0.06299 ^{\{ 13 \}}\)

\(0.05638 ^{\{ 12 \}}\)

\(0.10032 ^{\{ 16 \}}\)

\(0.05452 ^{\{ 9 \}}\)

\(0.06957 ^{\{ 14 \}}\)

\(0.05597 ^{\{ 11 \}}\)

\(0.07267 ^{\{ 15 \}}\)

 

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

\(0.0274 ^{\{ 8 \}}\)

\(0.03506 ^{\{ 13 \}}\)

\(0.03287 ^{\{ 12 \}}\)

\(0.04328 ^{\{ 16 \}}\)

\(0.02827 ^{\{ 10 \}}\)

\(0.04025 ^{\{ 14 \}}\)

\(0.03122 ^{\{ 11 \}}\)

\(0.04111 ^{\{ 15 \}}\)

 

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

\(0.00481 ^{\{ 10 \}}\)

\(0.00625 ^{\{ 13 \}}\)

\(0.00503 ^{\{ 12 \}}\)

\(0.01676 ^{\{ 16 \}}\)

\(0.00472 ^{\{ 9 \}}\)

\(0.00734 ^{\{ 14 \}}\)

\(0.00497 ^{\{ 11 \}}\)

\(0.00805 ^{\{ 15 \}}\)

 

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

\(0.00115 ^{\{ 8 \}}\)

\(0.00201 ^{\{ 13 \}}\)

\(0.00176 ^{\{ 12 \}}\)

\(0.00331 ^{\{ 16 \}}\)

\(0.00127 ^{\{ 10 \}}\)

\(0.00255 ^{\{ 14 \}}\)

\(0.0016 ^{\{ 11 \}}\)

\(0.00267 ^{\{ 15 \}}\)

 

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

\(0.04435 ^{\{ 10 \}}\)

\(0.0504 ^{\{ 13 \}}\)

\(0.04511 ^{\{ 12 \}}\)

\(0.08025 ^{\{ 16 \}}\)

\(0.04362 ^{\{ 9 \}}\)

\(0.05565 ^{\{ 14 \}}\)

\(0.04477 ^{\{ 11 \}}\)

\(0.05813 ^{\{ 15 \}}\)

 

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

\(0.09134 ^{\{ 8 \}}\)

\(0.11688 ^{\{ 13 \}}\)

\(0.10957 ^{\{ 12 \}}\)

\(0.14428 ^{\{ 16 \}}\)

\(0.09422 ^{\{ 10 \}}\)

\(0.13416 ^{\{ 14 \}}\)

\(0.10407 ^{\{ 11 \}}\)

\(0.13702 ^{\{ 15 \}}\)

 

\(\pmb K{_4}\)

\(0.01489 ^{\{ 9 \}}\)

\(0.02129 ^{\{ 13 \}}\)

\(0.01901 ^{\{ 12 \}}\)

\(0.02396 ^{\{ 16 \}}\)

\(0.01498 ^{\{ 10 \}}\)

\(0.02261 ^{\{ 14 \}}\)

\(0.01745 ^{\{ 11 \}}\)

\(0.02329 ^{\{ 15 \}}\)

 

\(\pmb K{_5}\)

\(0.02543 ^{\{ 9 \}}\)

\(0.03557 ^{\{ 13 \}}\)

\(0.0316 ^{\{ 12 \}}\)

\(0.04385 ^{\{ 16 \}}\)

\(0.0256 ^{\{ 10 \}}\)

\(0.03779 ^{\{ 14 \}}\)

\(0.02935 ^{\{ 11 \}}\)

\(0.03902 ^{\{ 15 \}}\)

 

\(\pmb K{_6}\)

\(0.26926 ^{\{ 9 \}}\)

\(0.24718 ^{\{ 13 \}}\)

\(0.19575 ^{\{ 12 \}}\)

\(0.35369 ^{\{ 16 \}}\)

\(0.27752 ^{\{ 10 \}}\)

\(0.2063 ^{\{ 14 \}}\)

\(0.21155 ^{\{ 11 \}}\)

\(0.231 ^{\{ 15 \}}\)

 

\(\sum Ranks\)

\(85 ^{\{ 9 \}}\)

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

\(98 ^{\{ 12 \}}\)

\(143 ^{\{ 16 \}}\)

\(91 ^{\{ 10 \}}\)

\(115 ^{\{ 14 \}}\)

\(92 ^{\{ 11 \}}\)

\(127 ^{\{ 15 \}}\)

300

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

\(0.03679 ^{\{ 7 \}}\)

\(0.04565 ^{\{ 13 \}}\)

\(0.03957 ^{\{ 11 \}}\)

\(0.07454 ^{\{ 16 \}}\)

\(0.04026 ^{\{ 12 \}}\)

\(0.04858 ^{\{ 14 \}}\)

\(0.03923 ^{\{ 10 \}}\)

\(0.04899 ^{\{ 15 \}}\)

 

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

\(0.01813 ^{\{ 6 \}}\)

\(0.02529 ^{\{ 13 \}}\)

\(0.02244 ^{\{ 12 \}}\)

\(0.03196 ^{\{ 16 \}}\)

\(0.0207 ^{\{ 10 \}}\)

\(0.02778 ^{\{ 15 \}}\)

\(0.0217 ^{\{ 11 \}}\)

\(0.02753 ^{\{ 14 \}}\)

 

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

\(0.00216 ^{\{ 8 \}}\)

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

\(0.00249 ^{\{ 11 \}}\)

\(0.00958 ^{\{ 16 \}}\)

\(0.00295 ^{\{ 12 \}}\)

\(0.00361 ^{\{ 14 \}}\)

\(0.00236 ^{\{ 10 \}}\)

\(0.00378 ^{\{ 15 \}}\)

 

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

\(0.00053 ^{\{ 6.5 \}}\)

\(0.00101 ^{\{ 13 \}}\)

\(0.00082 ^{\{ 12 \}}\)

\(0.00182 ^{\{ 16 \}}\)

\(0.00079 ^{\{ 11 \}}\)

\(0.00123 ^{\{ 15 \}}\)

\(0.00075 ^{\{ 10 \}}\)

\(0.00122 ^{\{ 14 \}}\)

 

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

\(0.02943 ^{\{ 7 \}}\)

\(0.03652 ^{\{ 13 \}}\)

\(0.03166 ^{\{ 11 \}}\)

\(0.05963 ^{\{ 16 \}}\)

\(0.03221 ^{\{ 12 \}}\)

\(0.03886 ^{\{ 14 \}}\)

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

\(0.03919 ^{\{ 15 \}}\)

 

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

\(0.06045 ^{\{ 6 \}}\)

\(0.08428 ^{\{ 13 \}}\)

\(0.0748 ^{\{ 12 \}}\)

\(0.10653 ^{\{ 16 \}}\)

\(0.069 ^{\{ 10 \}}\)

\(0.09259 ^{\{ 15 \}}\)

\(0.07235 ^{\{ 11 \}}\)

\(0.09176 ^{\{ 14 \}}\)

 

\(\pmb K{_4}\)

\(0.01036 ^{\{ 8 \}}\)

\(0.01486 ^{\{ 13 \}}\)

\(0.01332 ^{\{ 12 \}}\)

\(0.01794 ^{\{ 16 \}}\)

\(0.01094 ^{\{ 10 \}}\)

\(0.0165 ^{\{ 14 \}}\)

\(0.01224 ^{\{ 11 \}}\)

\(0.01702 ^{\{ 15 \}}\)

 

\(\pmb K{_5}\)

\(0.01774 ^{\{ 9 \}}\)

\(0.02489 ^{\{ 13 \}}\)

\(0.02215 ^{\{ 12 \}}\)

\(0.03289 ^{\{ 16 \}}\)

\(0.01866 ^{\{ 10 \}}\)

\(0.02729 ^{\{ 14 \}}\)

\(0.02055 ^{\{ 11 \}}\)

\(0.02828 ^{\{ 15 \}}\)

 

\(\pmb K{_6}\)

\(0.15238 ^{\{ 9 \}}\)

\(0.17751 ^{\{ 13 \}}\)

\(0.13756 ^{\{ 12 \}}\)

\(0.21519 ^{\{ 16 \}}\)

\(0.18933 ^{\{ 10 \}}\)

\(0.14859 ^{\{ 14 \}}\)

\(0.11866 ^{\{ 11 \}}\)

\(0.15355 ^{\{ 15 \}}\)

 

\(\sum Ranks\)

\(66.5 ^{\{ 7 \}}\)

\(116 ^{\{ 13 \}}\)

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

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

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

\(122 ^{\{ 14 \}}\)

\(85 ^{\{ 10 \}}\)

\(127 ^{\{ 15 \}}\)

400

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

\(0.03293 ^{\{ 9 \}}\)

\(0.03917 ^{\{ 13 \}}\)

\(0.03388 ^{\{ 11 \}}\)

\(0.06423 ^{\{ 16 \}}\)

\(0.03325 ^{\{ 10 \}}\)

\(0.04381 ^{\{ 15 \}}\)

\(0.03391 ^{\{ 12 \}}\)

\(0.04357 ^{\{ 14 \}}\)

 

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

\(0.01645 ^{\{ 7 \}}\)

\(0.02191 ^{\{ 13 \}}\)

\(0.01909 ^{\{ 12 \}}\)

\(0.02708 ^{\{ 16 \}}\)

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

\(0.0249 ^{\{ 15 \}}\)

\(0.01872 ^{\{ 11 \}}\)

\(0.02476 ^{\{ 14 \}}\)

 

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

\(0.00172 ^{\{ 9 \}}\)

\(0.00232 ^{\{ 13 \}}\)

\(0.00185 ^{\{ 11 \}}\)

\(0.00702 ^{\{ 16 \}}\)

\(0.00197 ^{\{ 12 \}}\)

\(0.00297 ^{\{ 14 \}}\)

\(0.00179 ^{\{ 10 \}}\)

\(0.00309 ^{\{ 15 \}}\)

 

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

\(0.00042 ^{\{ 7 \}}\)

\(0.00073 ^{\{ 13 \}}\)

\(0.00059 ^{\{ 12 \}}\)

\(0.00128 ^{\{ 16 \}}\)

\(0.00054 ^{\{ 10 \}}\)

\(0.00098 ^{\{ 14 \}}\)

\(0.00056 ^{\{ 11 \}}\)

\(0.00102 ^{\{ 15 \}}\)

 

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

\(0.02634 ^{\{ 9 \}}\)

\(0.03134 ^{\{ 13 \}}\)

\(0.0271 ^{\{ 11 \}}\)

\(0.05139 ^{\{ 16 \}}\)

\(0.0266 ^{\{ 10 \}}\)

\(0.03505 ^{\{ 15 \}}\)

\(0.02713 ^{\{ 12 \}}\)

\(0.03486 ^{\{ 14 \}}\)

 

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

\(0.05484 ^{\{ 7 \}}\)

\(0.07303 ^{\{ 13 \}}\)

\(0.06363 ^{\{ 12 \}}\)

\(0.09028 ^{\{ 16 \}}\)

\(0.05743 ^{\{ 10 \}}\)

\(0.08298 ^{\{ 15 \}}\)

\(0.06241 ^{\{ 11 \}}\)

\(0.08255 ^{\{ 14 \}}\)

 

\(\pmb K{_4}\)

\(0.00887 ^{\{ 7.5 \}}\)

\(0.01306 ^{\{ 13 \}}\)

\(0.01125 ^{\{ 12 \}}\)

\(0.01521 ^{\{ 16 \}}\)

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

\(0.01515 ^{\{ 15 \}}\)

\(0.0104 ^{\{ 11 \}}\)

\(0.01497 ^{\{ 14 \}}\)

 

\(\pmb K{_5}\)

\(0.01523 ^{\{ 9 \}}\)

\(0.02176 ^{\{ 13 \}}\)

\(0.01871 ^{\{ 12 \}}\)

\(0.02788 ^{\{ 16 \}}\)

\(0.01609 ^{\{ 10 \}}\)

\(0.02501 ^{\{ 15 \}}\)

\(0.01749 ^{\{ 11 \}}\)

\(0.02479 ^{\{ 14 \}}\)

 

\(\pmb K{_6}\)

\(0.12771 ^{\{ 9 \}}\)

\(0.14703 ^{\{ 13 \}}\)

\(0.105 ^{\{ 12 \}}\)

\(0.18019 ^{\{ 16 \}}\)

\(0.14066 ^{\{ 10 \}}\)

\(0.12736 ^{\{ 15 \}}\)

\(0.09451 ^{\{ 11 \}}\)

\(0.14567 ^{\{ 14 \}}\)

 

\(\sum Ranks\)

\(72.5 ^{\{ 8 \}}\)

\(116 ^{\{ 13 \}}\)

\(95 ^{\{ 12 \}}\)

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

\(92 ^{\{ 11 \}}\)

\(125 ^{\{ 14.5 \}}\)

\(89 ^{\{ 10 \}}\)

\(125 ^{\{ 14.5 \}}\)

500

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

\(0.02936 ^{\{ 10 \}}\)

\(0.03471 ^{\{ 13 \}}\)

\(0.03083 ^{\{ 12 \}}\)

\(0.05641 ^{\{ 16 \}}\)

\(0.02899 ^{\{ 8.5 \}}\)

\(0.03806 ^{\{ 14 \}}\)

\(0.02968 ^{\{ 11 \}}\)

\(0.03896 ^{\{ 15 \}}\)

 

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

\(0.01491 ^{\{ 8 \}}\)

\(0.01977 ^{\{ 13 \}}\)

\(0.01713 ^{\{ 12 \}}\)

\(0.02377 ^{\{ 16 \}}\)

\(0.01501 ^{\{ 9 \}}\)

\(0.02156 ^{\{ 14 \}}\)

\(0.0165 ^{\{ 11 \}}\)

\(0.02229 ^{\{ 15 \}}\)

 

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

\(0.00135 ^{\{ 9 \}}\)

\(0.00192 ^{\{ 13 \}}\)

\(0.00146 ^{\{ 12 \}}\)

\(0.00581 ^{\{ 16 \}}\)

\(0.00142 ^{\{ 11 \}}\)

\(0.00227 ^{\{ 14 \}}\)

\(0.00141 ^{\{ 10 \}}\)

\(0.00233 ^{\{ 15 \}}\)

 

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

\(0.00034 ^{\{ 7 \}}\)

\(0.00061 ^{\{ 13 \}}\)

\(0.00047 ^{\{ 12 \}}\)

\(0.00106 ^{\{ 16 \}}\)

\(0.00039 ^{\{ 10 \}}\)

\(0.00074 ^{\{ 14 \}}\)

\(0.00044 ^{\{ 11 \}}\)

\(0.00077 ^{\{ 15 \}}\)

 

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

\(0.02349 ^{\{ 10 \}}\)

\(0.02777 ^{\{ 13 \}}\)

\(0.02466 ^{\{ 12 \}}\)

\(0.04513 ^{\{ 16 \}}\)

\(0.02319 ^{\{ 8.5 \}}\)

\(0.03045 ^{\{ 14 \}}\)

\(0.02374 ^{\{ 11 \}}\)

\(0.03117 ^{\{ 15 \}}\)

 

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

\(0.04969 ^{\{ 8 \}}\)

\(0.06589 ^{\{ 13 \}}\)

\(0.05708 ^{\{ 12 \}}\)

\(0.07922 ^{\{ 16 \}}\)

\(0.05002 ^{\{ 9 \}}\)

\(0.07188 ^{\{ 14 \}}\)

\(0.05502 ^{\{ 11 \}}\)

\(0.0743 ^{\{ 15 \}}\)

 

\(\pmb K{_4}\)

\(0.00807 ^{\{ 9 \}}\)

\(0.01149 ^{\{ 13 \}}\)

\(0.01005 ^{\{ 12 \}}\)

\(0.01357 ^{\{ 16 \}}\)

\(0.00819 ^{\{ 10 \}}\)

\(0.01318 ^{\{ 15 \}}\)

\(0.0094 ^{\{ 11 \}}\)

\(0.01314 ^{\{ 14 \}}\)

 

\(\pmb K{_5}\)

\(0.0138 ^{\{ 9 \}}\)

\(0.0191 ^{\{ 13 \}}\)

\(0.01672 ^{\{ 12 \}}\)

\(0.02485 ^{\{ 16 \}}\)

\(0.01391 ^{\{ 10 \}}\)

\(0.02177 ^{\{ 14 \}}\)

\(0.01576 ^{\{ 11 \}}\)

\(0.02179 ^{\{ 15 \}}\)

 

\(\pmb K{_6}\)

\(0.10562 ^{\{ 9 \}}\)

\(0.11797 ^{\{ 13 \}}\)

\(0.09213 ^{\{ 12 \}}\)

\(0.15007 ^{\{ 16 \}}\)

\(0.10523 ^{\{ 10 \}}\)

\(0.1071 ^{\{ 14 \}}\)

\(0.08258 ^{\{ 11 \}}\)

\(0.10819 ^{\{ 15 \}}\)

 

\(\sum Ranks\)

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

\(119 ^{\{ 13 \}}\)

\(103 ^{\{ 12 \}}\)

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

\(84 ^{\{ 9.5 \}}\)

\(124 ^{\{ 14 \}}\)

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

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