Table 2 Numerical values of simulation measures for \(\alpha =1.5,~\beta =2.0\) 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

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

\(0.13546 ^{\{ 1 \}}\)

\(0.1606 ^{\{ 2 \}}\)

\(0.17903 ^{\{ 9 \}}\)

\(0.17242 ^{\{ 7 \}}\)

\(0.17842 ^{\{ 8 \}}\)

\(0.16665 ^{\{ 6 \}}\)

\(0.16449 ^{\{ 5 \}}\)

\(0.16064 ^{\{ 3 \}}\)

 

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

\(0.12514 ^{\{ 4 \}}\)

\(0.12804 ^{\{ 5 \}}\)

\(0.13453 ^{\{ 8 \}}\)

\(0.12307 ^{\{ 2 \}}\)

\(0.12961 ^{\{ 6 \}}\)

\(0.12375 ^{\{ 3 \}}\)

\(0.13166 ^{\{ 7 \}}\)

\(0.12016 ^{\{ 1 \}}\)

 

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

\(0.03089 ^{\{ 1 \}}\)

\(0.04041 ^{\{ 2 \}}\)

\(0.05533 ^{\{ 10 \}}\)

\(0.04328 ^{\{ 6 \}}\)

\(0.05039 ^{\{ 8 \}}\)

\(0.04092 ^{\{ 4 \}}\)

\(0.04563 ^{\{ 7 \}}\)

\(0.04197 ^{\{ 5 \}}\)

 

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

\(0.02504 ^{\{ 4 \}}\)

\(0.02634 ^{\{ 5 \}}\)

\(0.03234 ^{\{ 8 \}}\)

\(0.02362 ^{\{ 2 \}}\)

\(0.02663 ^{\{ 6 \}}\)

\(0.02401 ^{\{ 3 \}}\)

\(0.02847 ^{\{ 7 \}}\)

\(0.02331 ^{\{ 1 \}}\)

 

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

\(0.09031 ^{\{ 1 \}}\)

\(0.10707 ^{\{ 2 \}}\)

\(0.11935 ^{\{ 9 \}}\)

\(0.11494 ^{\{ 7 \}}\)

\(0.11894 ^{\{ 8 \}}\)

\(0.1111 ^{\{ 6 \}}\)

\(0.10966 ^{\{ 5 \}}\)

\(0.10709 ^{\{ 3 \}}\)

 

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

\(0.06257 ^{\{ 4 \}}\)

\(0.06402 ^{\{ 5 \}}\)

\(0.06726 ^{\{ 8 \}}\)

\(0.06154 ^{\{ 2 \}}\)

\(0.0648 ^{\{ 6 \}}\)

\(0.06188 ^{\{ 3 \}}\)

\(0.06583 ^{\{ 7 \}}\)

\(0.06008 ^{\{ 1 \}}\)

 

\(\pmb K{_4}\)

\(0.02786 ^{\{ 1 \}}\)

\(0.0305 ^{\{ 3 \}}\)

\(0.03185 ^{\{ 7 \}}\)

\(0.03181 ^{\{ 6 \}}\)

\(0.03262 ^{\{ 8 \}}\)

\(0.03116 ^{\{ 5 \}}\)

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

\(0.02987 ^{\{ 2 \}}\)

 

\(\pmb K{_5}\)

\(0.04589 ^{\{ 1 \}}\)

\(0.05124 ^{\{ 3 \}}\)

\(0.05406 ^{\{ 7 \}}\)

\(0.05375 ^{\{ 6 \}}\)

\(0.05501 ^{\{ 8 \}}\)

\(0.05306 ^{\{ 5 \}}\)

\(0.05176 ^{\{ 4 \}}\)

\(0.05004 ^{\{ 2 \}}\)

 

\(\pmb K{_6}\)

\(0.05159 ^{\{ 1 \}}\)

\(0.05286 ^{\{ 3 \}}\)

\(0.07337 ^{\{ 7 \}}\)

\(0.04216 ^{\{ 6 \}}\)

\(0.05543 ^{\{ 8 \}}\)

\(0.03071 ^{\{ 5 \}}\)

\(0.06896 ^{\{ 4 \}}\)

\(0.05039 ^{\{ 2 \}}\)

 

\(\sum Ranks\)

\(22 ^{\{ 1.5 \}}\)

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

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

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

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

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

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

\(22 ^{\{ 1.5 \}}\)

80

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

\(0.08245 ^{\{ 1 \}}\)

\(0.09193 ^{\{ 2 \}}\)

\(0.10714 ^{\{ 9 \}}\)

\(0.10163 ^{\{ 6 \}}\)

\(0.1056 ^{\{ 8 \}}\)

\(0.10326 ^{\{ 7 \}}\)

\(0.0949 ^{\{ 4 \}}\)

\(0.09439 ^{\{ 3 \}}\)

 

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

\(0.08175 ^{\{ 8 \}}\)

\(0.07801 ^{\{ 3 \}}\)

\(0.0802 ^{\{ 6 \}}\)

\(0.0784 ^{\{ 4 \}}\)

\(0.07676 ^{\{ 2 \}}\)

\(0.07447 ^{\{ 1 \}}\)

\(0.08262 ^{\{ 9 \}}\)

\(0.07845 ^{\{ 5 \}}\)

 

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

\(0.01051 ^{\{ 1 \}}\)

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

\(0.01845 ^{\{ 9 \}}\)

\(0.01489 ^{\{ 5 \}}\)

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

\(0.01635 ^{\{ 7 \}}\)

\(0.01407 ^{\{ 4 \}}\)

\(0.01401 ^{\{ 3 \}}\)

 

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

\(0.01045 ^{\{ 7 \}}\)

\(0.00941 ^{\{ 2 \}}\)

\(0.01019 ^{\{ 6 \}}\)

\(0.00975 ^{\{ 5 \}}\)

\(0.00946 ^{\{ 3 \}}\)

\(0.00889 ^{\{ 1 \}}\)

\(0.01063 ^{\{ 8 \}}\)

\(0.00957 ^{\{ 4 \}}\)

 

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

\(0.05497 ^{\{ 1 \}}\)

\(0.06129 ^{\{ 2 \}}\)

\(0.07143 ^{\{ 9 \}}\)

\(0.06775 ^{\{ 6 \}}\)

\(0.0704 ^{\{ 8 \}}\)

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

\(0.06327 ^{\{ 4 \}}\)

\(0.06293 ^{\{ 3 \}}\)

 

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

\(0.04088 ^{\{ 8 \}}\)

\(0.03901 ^{\{ 3 \}}\)

\(0.0401 ^{\{ 6 \}}\)

\(0.0392 ^{\{ 4 \}}\)

\(0.03838 ^{\{ 2 \}}\)

\(0.03723 ^{\{ 1 \}}\)

\(0.04131 ^{\{ 9 \}}\)

\(0.03922 ^{\{ 5 \}}\)

 

\(\pmb K{_4}\)

\(0.01788 ^{\{ 1 \}}\)

\(0.01829 ^{\{ 2 \}}\)

\(0.01934 ^{\{ 7 \}}\)

\(0.01941 ^{\{ 8 \}}\)

\(0.01909 ^{\{ 6 \}}\)

\(0.01908 ^{\{ 5 \}}\)

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

\(0.01843 ^{\{ 3 \}}\)

 

\(\pmb K{_5}\)

\(0.02966 ^{\{ 1 \}}\)

\(0.03059 ^{\{ 2 \}}\)

\(0.0328 ^{\{ 8 \}}\)

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

\(0.03235 ^{\{ 6 \}}\)

\(0.03187 ^{\{ 5 \}}\)

\(0.03169 ^{\{ 4 \}}\)

\(0.03112 ^{\{ 3 \}}\)

 

\(\pmb K{_6}\)

\(0.01887 ^{\{ 1 \}}\)

\(0.01803 ^{\{ 2 \}}\)

\(0.02026 ^{\{ 8 \}}\)

\(0.01843 ^{\{ 7 \}}\)

\(0.01841 ^{\{ 6 \}}\)

\(0.01777 ^{\{ 5 \}}\)

\(0.01778 ^{\{ 4 \}}\)

\(0.01739 ^{\{ 3 \}}\)

 

\(\sum Ranks\)

\(35 ^{\{ 3 \}}\)

\(22 ^{\{ 1 \}}\)

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

\(51 ^{\{ 7 \}}\)

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

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

\(49 ^{\{ 6 \}}\)

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

150

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

\(0.06108 ^{\{ 1 \}}\)

\(0.06867 ^{\{ 3 \}}\)

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

\(0.07026 ^{\{ 4 \}}\)

\(0.07867 ^{\{ 10 \}}\)

\(0.07418 ^{\{ 5 \}}\)

\(0.07503 ^{\{ 6 \}}\)

\(0.0668 ^{\{ 2 \}}\)

 

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

\(0.05891 ^{\{ 7 \}}\)

\(0.05745 ^{\{ 6 \}}\)

\(0.06151 ^{\{ 9 \}}\)

\(0.05495 ^{\{ 2 \}}\)

\(0.05604 ^{\{ 3 \}}\)

\(0.05482 ^{\{ 1 \}}\)

\(0.05646 ^{\{ 4 \}}\)

\(0.05681 ^{\{ 5 \}}\)

 

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

\(0.00598 ^{\{ 1 \}}\)

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

\(0.00953 ^{\{ 8 \}}\)

\(0.00773 ^{\{ 4 \}}\)

\(0.00964 ^{\{ 9 \}}\)

\(0.00855 ^{\{ 5 \}}\)

\(0.00885 ^{\{ 7 \}}\)

\(0.00702 ^{\{ 2 \}}\)

 

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

\(0.00541 ^{\{ 7 \}}\)

\(0.00515 ^{\{ 5 \}}\)

\(0.00624 ^{\{ 9 \}}\)

\(0.00484 ^{\{ 2 \}}\)

\(0.00485 ^{\{ 3 \}}\)

\(0.00472 ^{\{ 1 \}}\)

\(0.00494 ^{\{ 4 \}}\)

\(0.00517 ^{\{ 6 \}}\)

 

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

\(0.04072 ^{\{ 1 \}}\)

\(0.04578 ^{\{ 3 \}}\)

\(0.0512 ^{\{ 8 \}}\)

\(0.04684 ^{\{ 4 \}}\)

\(0.05244 ^{\{ 10 \}}\)

\(0.04946 ^{\{ 5 \}}\)

\(0.05002 ^{\{ 6 \}}\)

\(0.04453 ^{\{ 2 \}}\)

 

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

\(0.02946 ^{\{ 7 \}}\)

\(0.02873 ^{\{ 6 \}}\)

\(0.03075 ^{\{ 9 \}}\)

\(0.02748 ^{\{ 2 \}}\)

\(0.02802 ^{\{ 3 \}}\)

\(0.02741 ^{\{ 1 \}}\)

\(0.02823 ^{\{ 4 \}}\)

\(0.02841 ^{\{ 5 \}}\)

 

\(\pmb K{_4}\)

\(0.01316 ^{\{ 1 \}}\)

\(0.01353 ^{\{ 4 \}}\)

\(0.01471 ^{\{ 8.5 \}}\)

\(0.01347 ^{\{ 3 \}}\)

\(0.01406 ^{\{ 7 \}}\)

\(0.01357 ^{\{ 5 \}}\)

\(0.01387 ^{\{ 6 \}}\)

\(0.01332 ^{\{ 2 \}}\)

 

\(\pmb K{_5}\)

\(0.02187 ^{\{ 1 \}}\)

\(0.02269 ^{\{ 4 \}}\)

\(0.0247 ^{\{ 8 \}}\)

\(0.02256 ^{\{ 3 \}}\)

\(0.02393 ^{\{ 7 \}}\)

\(0.02297 ^{\{ 5 \}}\)

\(0.02312 ^{\{ 6 \}}\)

\(0.02223 ^{\{ 2 \}}\)

 

\(\pmb K{_6}\)

\(0.0128 ^{\{ 1 \}}\)

\(0.01205 ^{\{ 4 \}}\)

\(0.01242 ^{\{ 8 \}}\)

\(0.01267 ^{\{ 3 \}}\)

\(0.01228 ^{\{ 7 \}}\)

\(0.01243 ^{\{ 5 \}}\)

\(0.01239 ^{\{ 6 \}}\)

\(0.01222 ^{\{ 2 \}}\)

 

\(\sum Ranks\)

\(34 ^{\{ 3.5 \}}\)

\(35 ^{\{ 5 \}}\)

\(72.5 ^{\{ 8 \}}\)

\(31 ^{\{ 2 \}}\)

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

\(34 ^{\{ 3.5 \}}\)

\(47 ^{\{ 6 \}}\)

\(28 ^{\{ 1 \}}\)

300

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

\(0.04104 ^{\{ 1 \}}\)

\(0.04887 ^{\{ 3 \}}\)

\(0.05507 ^{\{ 9 \}}\)

\(0.04941 ^{\{ 4 \}}\)

\(0.05413 ^{\{ 8 \}}\)

\(0.05346 ^{\{ 6 \}}\)

\(0.05064 ^{\{ 5 \}}\)

\(0.04696 ^{\{ 2 \}}\)

 

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

\(0.04093 ^{\{ 6 \}}\)

\(0.04022 ^{\{ 3 \}}\)

\(0.04406 ^{\{ 9 \}}\)

\(0.04124 ^{\{ 7 \}}\)

\(0.04052 ^{\{ 5 \}}\)

\(0.03931 ^{\{ 1 \}}\)

\(0.04045 ^{\{ 4 \}}\)

\(0.03988 ^{\{ 2 \}}\)

 

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

\(0.00262 ^{\{ 1 \}}\)

\(0.00361 ^{\{ 3 \}}\)

\(0.0048 ^{\{ 9 \}}\)

\(0.00365 ^{\{ 4 \}}\)

\(0.00452 ^{\{ 7 \}}\)

\(0.00441 ^{\{ 6 \}}\)

\(0.00392 ^{\{ 5 \}}\)

\(0.00348 ^{\{ 2 \}}\)

 

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

\(0.00266 ^{\{ 6.5 \}}\)

\(0.00253 ^{\{ 2 \}}\)

\(0.00305 ^{\{ 9 \}}\)

\(0.00266 ^{\{ 6.5 \}}\)

\(0.00254 ^{\{ 3.5 \}}\)

\(0.00244 ^{\{ 1 \}}\)

\(0.00259 ^{\{ 5 \}}\)

\(0.00254 ^{\{ 3.5 \}}\)

 

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

\(0.02736 ^{\{ 1 \}}\)

\(0.03258 ^{\{ 3 \}}\)

\(0.03671 ^{\{ 9 \}}\)

\(0.03294 ^{\{ 4 \}}\)

\(0.03608 ^{\{ 8 \}}\)

\(0.03564 ^{\{ 6 \}}\)

\(0.03376 ^{\{ 5 \}}\)

\(0.03131 ^{\{ 2 \}}\)

 

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

\(0.02047 ^{\{ 6 \}}\)

\(0.02011 ^{\{ 3 \}}\)

\(0.02203 ^{\{ 9 \}}\)

\(0.02062 ^{\{ 7 \}}\)

\(0.02026 ^{\{ 5 \}}\)

\(0.01965 ^{\{ 1 \}}\)

\(0.02022 ^{\{ 4 \}}\)

\(0.01994 ^{\{ 2 \}}\)

 

\(\pmb K{_4}\)

\(0.00904 ^{\{ 1 \}}\)

\(0.00947 ^{\{ 3 \}}\)

\(0.01056 ^{\{ 9 \}}\)

\(0.00981 ^{\{ 5 \}}\)

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

\(0.00982 ^{\{ 6 \}}\)

\(0.00967 ^{\{ 4 \}}\)

\(0.00932 ^{\{ 2 \}}\)

 

\(\pmb K{_5}\)

\(0.01498 ^{\{ 1 \}}\)

\(0.01592 ^{\{ 3 \}}\)

\(0.01779 ^{\{ 9 \}}\)

\(0.01636 ^{\{ 5 \}}\)

\(0.01675 ^{\{ 7 \}}\)

\(0.01648 ^{\{ 6 \}}\)

\(0.01618 ^{\{ 4 \}}\)

\(0.01566 ^{\{ 2 \}}\)

 

\(\pmb K{_6}\)

\(0.00848 ^{\{ 1 \}}\)

\(0.00811 ^{\{ 3 \}}\)

\(0.00844 ^{\{ 9 \}}\)

\(0.00851 ^{\{ 5 \}}\)

\(0.00833 ^{\{ 7 \}}\)

\(0.00836 ^{\{ 6 \}}\)

\(0.00797 ^{\{ 4 \}}\)

\(0.00804 ^{\{ 2 \}}\)

 

\(\sum Ranks\)

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

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

\(78 ^{\{ 8 \}}\)

\(50.5 ^{\{ 6 \}}\)

\(54.5 ^{\{ 7 \}}\)

\(38 ^{\{ 5 \}}\)

\(37 ^{\{ 4 \}}\)

\(19.5 ^{\{ 1 \}}\)

400

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

\(0.03539 ^{\{ 1 \}}\)

\(0.04059 ^{\{ 2 \}}\)

\(0.04543 ^{\{ 7 \}}\)

\(0.04088 ^{\{ 3 \}}\)

\(0.04657^{\{ 8 \}}\)

\(0.04474 ^{\{ 6 \}}\)

\(0.04343 ^{\{ 5 \}}\)

\(0.04135^{\{ 4 \}}\)

 

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

\(0.0347 ^{\{ 3 \}}\)

\(0.03509 ^{\{ 4 \}}\)

\(0.03749 ^{\{ 8 \}}\)

\(0.03407 ^{\{ 2 \}}\)

\(0.03518 ^{\{ 5 \}}\)

\(0.03391 ^{\{ 1 \}}\)

\(0.0376 ^{\{ 9 \}}\)

\(0.03626 ^{\{ 6 \}}\)

 

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

\(0.00192 ^{\{ 1 \}}\)

\(0.00256 ^{\{ 2.5 \}}\)

\(0.00339 ^{\{ 8 \}}\)

\(0.00256 ^{\{ 2.5 \}}\)

\(0.00335 ^{\{ 7 \}}\)

\(0.00313 ^{\{ 6 \}}\)

\(0.00309 ^{\{ 5 \}}\)

\(0.00269 ^{\{ 4 \}}\)

 

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

\(0.00192 ^{\{ 3 \}}\)

\(0.00196 ^{\{ 5 \}}\)

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

\(0.00186 ^{\{ 2 \}}\)

\(0.00194 ^{\{ 4 \}}\)

\(0.00181 ^{\{ 1 \}}\)

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

\(0.0021 ^{\{ 7 \}}\)

 

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

\(0.02359 ^{\{ 1 \}}\)

\(0.02706 ^{\{ 2 \}}\)

\(0.03029 ^{\{ 7 \}}\)

\(0.02726 ^{\{ 3 \}}\)

\(0.03104 ^{\{ 8 \}}\)

\(0.02982 ^{\{ 6 \}}\)

\(0.02896 ^{\{ 5 \}}\)

\(0.02757 ^{\{ 4 \}}\)

 

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

\(0.01735 ^{\{ 3 \}}\)

\(0.01754 ^{\{ 4 \}}\)

\(0.01875 ^{\{ 8 \}}\)

\(0.01703 ^{\{ 2 \}}\)

\(0.01759 ^{\{ 5 \}}\)

\(0.01695 ^{\{ 1 \}}\)

\(0.0188 ^{\{ 9 \}}\)

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

 

\(\pmb K{_4}\)

\(0.00776 ^{\{ 1 \}}\)

\(0.0082 ^{\{ 3 \}}\)

\(0.00883 ^{\{ 8 \}}\)

\(0.00814 ^{\{ 2 \}}\)

\(0.0086 ^{\{ 6 \}}\)

\(0.00837 ^{\{ 5 \}}\)

\(0.0088 ^{\{ 7 \}}\)

\(0.00836 ^{\{ 4 \}}\)

 

\(\pmb K{_5}\)

\(0.01281 ^{\{ 1 \}}\)

\(0.0136 ^{\{ 3 \}}\)

\(0.01489 ^{\{ 8 \}}\)

\(0.01359 ^{\{ 2 \}}\)

\(0.01453 ^{\{ 6 \}}\)

\(0.01398 ^{\{ 5 \}}\)

\(0.01462 ^{\{ 7 \}}\)

\(0.01397 ^{\{ 4 \}}\)

 

\(\pmb K{_6}\)

\(0.00712 ^{\{ 1 \}}\)

\(0.00679 ^{\{ 3 \}}\)

\(0.00708 ^{\{ 8 \}}\)

\(0.00713 ^{\{ 2 \}}\)

\(0.00703 ^{\{ 6 \}}\)

\(0.00703 ^{\{ 5 \}}\)

\(0.00682 ^{\{ 7 \}}\)

\(0.00694 ^{\{ 4 \}}\)

 

\(\sum Ranks\)

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

\(26.5 ^{\{ 2.5 \}}\)

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

\(26.5 ^{\{ 2.5 \}}\)

\(54 ^{\{ 6 \}}\)

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

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

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

500

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

\(0.03208 ^{\{ 1 \}}\)

\(0.03625 ^{\{ 4 \}}\)

\(0.04289 ^{\{ 10 \}}\)

\(0.03566 ^{\{ 2 \}}\)

\(0.04273 ^{\{ 9 \}}\)

\(0.04152 ^{\{ 6 \}}\)

\(0.04032 ^{\{ 5 \}}\)

\(0.03615 ^{\{ 3 \}}\)

 

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

\(0.0295 ^{\{ 1 \}}\)

\(0.03276 ^{\{ 8 \}}\)

\(0.03257 ^{\{ 7 \}}\)

\(0.03121 ^{\{ 4 \}}\)

\(0.03151 ^{\{ 5 \}}\)

\(0.03066 ^{\{ 2 \}}\)

\(0.03204 ^{\{ 6 \}}\)

\(0.03077 ^{\{ 3 \}}\)

 

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

\(0.00163 ^{\{ 1 \}}\)

\(0.00212 ^{\{ 4 \}}\)

\(0.00281 ^{\{ 8 \}}\)

\(0.002 ^{\{ 2 \}}\)

\(0.00282 ^{\{ 9 \}}\)

\(0.00269 ^{\{ 6 \}}\)

\(0.00257 ^{\{ 5 \}}\)

\(0.00206 ^{\{ 3 \}}\)

 

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

\(0.00134 ^{\{ 1 \}}\)

\(0.0017 ^{\{ 8 \}}\)

\(0.00169 ^{\{ 7 \}}\)

\(0.0016 ^{\{ 5 \}}\)

\(0.00156 ^{\{ 4 \}}\)

\(0.0015 ^{\{ 2.5 \}}\)

\(0.00162 ^{\{ 6 \}}\)

\(0.0015 ^{\{ 2.5 \}}\)

 

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

\(0.02138 ^{\{ 1 \}}\)

\(0.02417 ^{\{ 4 \}}\)

\(0.0286 ^{\{ 10 \}}\)

\(0.02377 ^{\{ 2 \}}\)

\(0.02849 ^{\{ 9 \}}\)

\(0.02768 ^{\{ 6 \}}\)

\(0.02688 ^{\{ 5 \}}\)

\(0.0241 ^{\{ 3 \}}\)

 

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

\(0.01475 ^{\{ 1 \}}\)

\(0.01638 ^{\{ 8 \}}\)

\(0.01629 ^{\{ 7 \}}\)

\(0.01561 ^{\{ 4 \}}\)

\(0.01576 ^{\{ 5 \}}\)

\(0.01533 ^{\{ 2 \}}\)

\(0.01602 ^{\{ 6 \}}\)

\(0.01539 ^{\{ 3 \}}\)

 

\(\pmb K{_4}\)

\(0.00677 ^{\{ 1 \}}\)

\(0.00752 ^{\{ 4 \}}\)

\(0.0079 ^{\{ 8 \}}\)

\(0.00733 ^{\{ 3 \}}\)

\(0.00776 ^{\{ 7 \}}\)

\(0.00766 ^{\{ 5 \}}\)

\(0.00772 ^{\{ 6 \}}\)

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

 

\(\pmb K{_5}\)

\(0.01121 ^{\{ 1 \}}\)

\(0.01254 ^{\{ 4 \}}\)

\(0.01336 ^{\{ 8 \}}\)

\(0.01219 ^{\{ 3 \}}\)

\(0.01311 ^{\{ 7 \}}\)

\(0.01279 ^{\{ 5 \}}\)

\(0.01286 ^{\{ 6 \}}\)

\(0.01208 ^{\{ 2 \}}\)

 

\(\pmb K{_6}\)

\(0.00626 ^{\{ 1 \}}\)

\(0.00609 ^{\{ 4 \}}\)

\(0.00614 ^{\{ 8 \}}\)

\(0.00624 ^{\{ 3 \}}\)

\(0.00625 ^{\{ 7 \}}\)

\(0.00616 ^{\{ 5 \}}\)

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

\(0.0061 ^{\{ 2 \}}\)

 

\(\sum Ranks\)

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

\(46 ^{\{ 5.5 \}}\)

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

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

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

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

\(46 ^{\{ 5.5 \}}\)

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

n

Est.

LTADE

MSADE

MSALDE

ADSOE

KE

MSSD

MSSLD

MSLND

30

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

\(0.18694 ^{\{ 11 \}}\)

\(0.20574^{\{ 13 \}}\)

\(0.18392 ^{\{ 10 \}}\)

\(0.27836 ^{\{ 16 \}}\)

\(0.19138 ^{\{ 12 \}}\)

\(0.24877 ^{\{ 15 \}}\)

\(0.1629 ^{\{ 4 \}}\)

\(0.24745 ^{\{ 14 \}}\)

 

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

\(0.13974 ^{\{ 9 \}}\)

\(0.19778 ^{\{ 15 \}}\)

\(0.1755 ^{\{ 12 \}}\)

\(0.2021 ^{\{ 16 \}}\)

\(0.14286 ^{\{ 10 \}}\)

\(0.18263 ^{\{ 13 \}}\)

\(0.16059 ^{\{ 11 \}}\)

\(0.18483 ^{\{ 14 \}}\)

 

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

\(0.05703 ^{\{ 11 \}}\)

\(0.06607 ^{\{ 13 \}}\)

\(0.05124 ^{\{ 9 \}}\)

\(0.12689 ^{\{ 16 \}}\)

\(0.06357 ^{\{ 12 \}}\)

\(0.09244 ^{\{ 15 \}}\)

\(0.04054 ^{\{ 3 \}}\)

\(0.09132 ^{\{ 14 \}}\)

 

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

\(0.03307 ^{\{ 9 \}}\)

\(0.06239 ^{\{ 15 \}}\)

\(0.0482 ^{\{ 12 \}}\)

\(0.08116 ^{\{ 16 \}}\)

\(0.03389 ^{\{ 10 \}}\)

\(0.05745 ^{\{ 13 \}}\)

\(0.0416 ^{\{ 11 \}}\)

\(0.06012 ^{\{ 14 \}}\)

 

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

\(0.12462 ^{\{ 11 \}}\)

\(0.13716 ^{\{ 13 \}}\)

\(0.12262 ^{\{ 10 \}}\)

\(0.18557 ^{\{ 16 \}}\)

\(0.12759 ^{\{ 12 \}}\)

\(0.16585 ^{\{ 15 \}}\)

\(0.1086 ^{\{ 4 \}}\)

\(0.16496 ^{\{ 14 \}}\)

 

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

\(0.06987 ^{\{ 9 \}}\)

\(0.09889 ^{\{ 15 \}}\)

\(0.08775 ^{\{ 12 \}}\)

\(0.10105 ^{\{ 16 \}}\)

\(0.07143 ^{\{ 10 \}}\)

\(0.09131 ^{\{ 13 \}}\)

\(0.0803 ^{\{ 11 \}}\)

\(0.09241 ^{\{ 14 \}}\)

 

\(\pmb K{_4}\)

\(0.03279 ^{\{ 9 \}}\)

\(0.0455 ^{\{ 13 \}}\)

\(0.04111 ^{\{ 12 \}}\)

\(0.04601 ^{\{ 14 \}}\)

\(0.03357 ^{\{ 10 \}}\)

\(0.04685 ^{\{ 15 \}}\)

\(0.0363 ^{\{ 11 \}}\)

\(0.04711 ^{\{ 16 \}}\)

 

\(\pmb K{_5}\)

\(0.05655 ^{\{ 9 \}}\)

\(0.07474 ^{\{ 13 \}}\)

\(0.06803 ^{\{ 12 \}}\)

\(0.08351 ^{\{ 16 \}}\)

\(0.05689 ^{\{ 10 \}}\)

\(0.07961 ^{\{ 14 \}}\)

\(0.05985 ^{\{ 11 \}}\)

\(0.08047 ^{\{ 15 \}}\)

 

\(\pmb K{_6}\)

\(0.06277 ^{\{ 9 \}}\)

\(0.09097 ^{\{ 13 \}}\)

\(0.05743 ^{\{ 12 \}}\)

\(0.12397 ^{\{ 16 \}}\)

\(0.08403 ^{\{ 10 \}}\)

\(0.11143 ^{\{ 14 \}}\)

\(0.04984 ^{\{ 11 \}}\)

\(0.10742 ^{\{ 15 \}}\)

 

\(\sum Ranks\)

\(87 ^{\{ 10 \}}\)

\(123 ^{\{ 13 \}}\)

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

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

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

\(128 ^{\{ 14 \}}\)

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

\(129 ^{\{ 15 \}}\)

80

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

\(0.11278 ^{\{ 11 \}}\)

\(0.1272 ^{\{ 13 \}}\)

\(0.11325 ^{\{ 12 \}}\)

\(0.17669 ^{\{ 16 \}}\)

\(0.1125 ^{\{ 10 \}}\)

\(0.14923 ^{\{ 15 \}}\)

\(0.10046 ^{\{ 5 \}}\)

\(0.1424 ^{\{ 14 \}}\)

 

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

\(0.08164 ^{\{ 7 \}}\)

\(0.12342 ^{\{ 14 \}}\)

\(0.10923 ^{\{ 12 \}}\)

\(0.12437 ^{\{ 15 \}}\)

\(0.08749 ^{\{ 10 \}}\)

\(0.13074 ^{\{ 16 \}}\)

\(0.10151 ^{\{ 11 \}}\)

\(0.11983 ^{\{ 13 \}}\)

 

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

\(0.02012 ^{\{ 11 \}}\)

\(0.0247 ^{\{ 13 \}}\)

\(0.01966 ^{\{ 10 \}}\)

\(0.05163 ^{\{ 16 \}}\)

\(0.02116 ^{\{ 12 \}}\)

\(0.03416 ^{\{ 15 \}}\)

\(0.0154 ^{\{ 6 \}}\)

\(0.03008 ^{\{ 14 \}}\)

 

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

\(0.01074 ^{\{ 9 \}}\)

\(0.02382 ^{\{ 14 \}}\)

\(0.01871 ^{\{ 12 \}}\)

\(0.02549 ^{\{ 15 \}}\)

\(0.01178 ^{\{ 10 \}}\)

\(0.02748 ^{\{ 16 \}}\)

\(0.01607 ^{\{ 11 \}}\)

\(0.02335 ^{\{ 13 \}}\)

 

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

\(0.07519 ^{\{ 11 \}}\)

\(0.0848 ^{\{ 13 \}}\)

\(0.0755 ^{\{ 12 \}}\)

\(0.11779 ^{\{ 16 \}}\)

\(0.075 ^{\{ 10 \}}\)

\(0.09948 ^{\{ 15 \}}\)

\(0.06697 ^{\{ 5 \}}\)

\(0.09494 ^{\{ 14 \}}\)

 

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

\(0.04082 ^{\{ 7 \}}\)

\(0.06171 ^{\{ 14 \}}\)

\(0.05462 ^{\{ 12 \}}\)

\(0.06219 ^{\{ 15 \}}\)

\(0.04375 ^{\{ 10 \}}\)

\(0.06537 ^{\{ 16 \}}\)

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

\(0.05991 ^{\{ 13 \}}\)

 

\(\pmb K{_4}\)

\(0.01986 ^{\{ 9 \}}\)

\(0.02803 ^{\{ 13 \}}\)

\(0.02526 ^{\{ 12 \}}\)

\(0.02968 ^{\{ 15 \}}\)

\(0.02074 ^{\{ 10 \}}\)

\(0.03112 ^{\{ 16 \}}\)

\(0.02287 ^{\{ 11 \}}\)

\(0.02905 ^{\{ 14 \}}\)

 

\(\pmb K{_5}\)

\(0.0341 ^{\{ 9 \}}\)

\(0.04612 ^{\{ 13 \}}\)

\(0.04165 ^{\{ 12 \}}\)

\(0.0546 ^{\{ 16 \}}\)

\(0.03526 ^{\{ 10 \}}\)

\(0.05185 ^{\{ 15 \}}\)

\(0.0374 ^{\{ 11 \}}\)

\(0.04883 ^{\{ 14 \}}\)

 

\(\pmb K{_6}\)

\(0.02122 ^{\{ 9 \}}\)

\(0.02877 ^{\{ 13 \}}\)

\(0.02371 ^{\{ 12 \}}\)

\(0.04051 ^{\{ 16 \}}\)

\(0.02206 ^{\{ 10 \}}\)

\(0.03712 ^{\{ 15 \}}\)

\(0.02159 ^{\{ 11 \}}\)

\(0.03138 ^{\{ 14 \}}\)

 

\(\sum Ranks\)

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

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

\(106 ^{\{ 12 \}}\)

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

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

\(139 ^{\{ 15 \}}\)

\(81 ^{\{ 9 \}}\)

\(123 ^{\{ 14 \}}\)

150

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

\(0.08154 ^{\{ 11 \}}\)

\(0.08629 ^{\{ 13 \}}\)

\(0.08502 ^{\{ 12 \}}\)

\(0.13596 ^{\{ 16 \}}\)

\(0.07837 ^{\{ 9 \}}\)

\(0.1032 ^{\{ 15 \}}\)

\(0.07606 ^{\{ 7 \}}\)

\(0.10196 ^{\{ 14 \}}\)

 

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

\(0.05984 ^{\{ 8 \}}\)

\(0.09134 ^{\{ 13 \}}\)

\(0.08471 ^{\{ 12 \}}\)

\(0.09826 ^{\{ 15 \}}\)

\(0.06275 ^{\{ 10 \}}\)

\(0.10099 ^{\{ 16 \}}\)

\(0.07187 ^{\{ 11 \}}\)

\(0.0955 ^{\{ 14 \}}\)

 

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

\(0.01076 ^{\{ 11 \}}\)

\(0.01139 ^{\{ 13 \}}\)

\(0.01091 ^{\{ 12 \}}\)

\(0.02984 ^{\{ 16 \}}\)

\(0.01026 ^{\{ 10 \}}\)

\(0.01697 ^{\{ 15 \}}\)

\(0.00875 ^{\{ 6 \}}\)

\(0.01554 ^{\{ 14 \}}\)

 

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

\(0.00575 ^{\{ 8 \}}\)

\(0.0131 ^{\{ 13 \}}\)

\(0.01131 ^{\{ 12 \}}\)

\(0.01517 ^{\{ 15 \}}\)

\(0.00628 ^{\{ 10 \}}\)

\(0.01603 ^{\{ 16 \}}\)

\(0.00811 ^{\{ 11 \}}\)

\(0.0144 ^{\{ 14 \}}\)

 

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

\(0.05436 ^{\{ 11 \}}\)

\(0.05753 ^{\{ 13 \}}\)

\(0.05668 ^{\{ 12 \}}\)

\(0.09064 ^{\{ 16 \}}\)

\(0.05224 ^{\{ 9 \}}\)

\(0.0688 ^{\{ 15 \}}\)

\(0.0507 ^{\{ 7 \}}\)

\(0.06797 ^{\{ 14 \}}\)

 

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

\(0.02992 ^{\{ 8 \}}\)

\(0.04567 ^{\{ 13 \}}\)

\(0.04236 ^{\{ 12 \}}\)

\(0.04913 ^{\{ 15 \}}\)

\(0.03137 ^{\{ 10 \}}\)

\(0.0505 ^{\{ 16 \}}\)

\(0.03593 ^{\{ 11 \}}\)

\(0.04775 ^{\{ 14 \}}\)

 

\(\pmb K{_4}\)

\(0.01471 ^{\{ 8.5 \}}\)

\(0.02023 ^{\{ 13 \}}\)

\(0.01912 ^{\{ 12 \}}\)

\(0.02308 ^{\{ 15 \}}\)

\(0.01482 ^{\{ 10 \}}\)

\(0.02315 ^{\{ 16 \}}\)

\(0.01635 ^{\{ 11 \}}\)

\(0.02214 ^{\{ 14 \}}\)

 

\(\pmb K{_5}\)

\(0.02518 ^{\{ 9 \}}\)

\(0.03317 ^{\{ 13 \}}\)

\(0.0313 ^{\{ 12 \}}\)

\(0.04294 ^{\{ 16 \}}\)

\(0.02519 ^{\{ 10 \}}\)

\(0.0383 ^{\{ 15 \}}\)

\(0.02705 ^{\{ 11 \}}\)

\(0.03664 ^{\{ 14 \}}\)

 

\(\pmb K{_6}\)

\(0.01391 ^{\{ 9 \}}\)

\(0.01798 ^{\{ 13 \}}\)

\(0.01638 ^{\{ 12 \}}\)

\(0.02545 ^{\{ 16 \}}\)

\(0.01383 ^{\{ 10 \}}\)

\(0.0208 ^{\{ 15 \}}\)

\(0.01533 ^{\{ 11 \}}\)

\(0.01928 ^{\{ 14 \}}\)

 

\(\sum Ranks\)

\(84.5 ^{\{ 9 \}}\)

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

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

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

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

\(139 ^{\{ 15 \}}\)

\(86 ^{\{ 10 \}}\)

\(126 ^{\{ 14 \}}\)

300

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

\(0.05593 ^{\{ 10 \}}\)

\(0.06365 ^{\{ 13 \}}\)

\(0.05674 ^{\{ 12 \}}\)

\(0.10639 ^{\{ 16 \}}\)

\(0.05657 ^{\{ 11 \}}\)

\(0.07046 ^{\{ 14 \}}\)

\(0.05381 ^{\{ 7 \}}\)

\(0.07253 ^{\{ 15 \}}\)

 

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

\(0.04229 ^{\{ 8 \}}\)

\(0.06383 ^{\{ 13 \}}\)

\(0.05808 ^{\{ 12 \}}\)

\(0.07576 ^{\{ 15 \}}\)

\(0.0464 ^{\{ 10 \}}\)

\(0.07072 ^{\{ 14 \}}\)

\(0.05608 ^{\{ 11 \}}\)

\(0.07614 ^{\{ 16 \}}\)

 

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

\(0.00507 ^{\{ 11 \}}\)

\(0.00612 ^{\{ 13 \}}\)

\(0.00505 ^{\{ 10 \}}\)

\(0.01911 ^{\{ 16 \}}\)

\(0.00516 ^{\{ 12 \}}\)

\(0.00764 ^{\{ 14 \}}\)

\(0.00456 ^{\{ 8 \}}\)

\(0.00779 ^{\{ 15 \}}\)

 

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

\(0.00275 ^{\{ 8 \}}\)

\(0.00639 ^{\{ 13 \}}\)

\(0.00526 ^{\{ 12 \}}\)

\(0.00913 ^{\{ 15 \}}\)

\(0.00334 ^{\{ 10 \}}\)

\(0.00803 ^{\{ 14 \}}\)

\(0.00488 ^{\{ 11 \}}\)

\(0.00915 ^{\{ 16 \}}\)

 

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

\(0.03729 ^{\{ 10 \}}\)

\(0.04243 ^{\{ 13 \}}\)

\(0.03783 ^{\{ 12 \}}\)

\(0.07093 ^{\{ 16 \}}\)

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

\(0.04697 ^{\{ 14 \}}\)

\(0.03587 ^{\{ 7 \}}\)

\(0.04836 ^{\{ 15 \}}\)

 

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

\(0.02114 ^{\{ 8 \}}\)

\(0.03192 ^{\{ 13 \}}\)

\(0.02904 ^{\{ 12 \}}\)

\(0.03788 ^{\{ 15 \}}\)

\(0.0232 ^{\{ 10 \}}\)

\(0.03536 ^{\{ 14 \}}\)

\(0.02804 ^{\{ 11 \}}\)

\(0.03807 ^{\{ 16 \}}\)

 

\(\pmb K{_4}\)

\(0.01028 ^{\{ 8 \}}\)

\(0.01422 ^{\{ 13 \}}\)

\(0.01298 ^{\{ 12 \}}\)

\(0.01776 ^{\{ 16 \}}\)

\(0.0109 ^{\{ 10 \}}\)

\(0.01593 ^{\{ 14 \}}\)

\(0.01234 ^{\{ 11 \}}\)

\(0.0169 ^{\{ 15 \}}\)

 

\(\pmb K{_5}\)

\(0.01751 ^{\{ 8 \}}\)

\(0.02345 ^{\{ 13 \}}\)

\(0.02125 ^{\{ 12 \}}\)

\(0.03355 ^{\{ 16 \}}\)

\(0.01849 ^{\{ 10 \}}\)

\(0.02614 ^{\{ 14 \}}\)

\(0.02033 ^{\{ 11 \}}\)

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

 

\(\pmb K{_6}\)

\(0.0092 ^{\{ 8 \}}\)

\(0.01182 ^{\{ 13 \}}\)

\(0.01104 ^{\{ 12 \}}\)

\(0.01814 ^{\{ 16 \}}\)

\(0.0091 ^{\{ 10 \}}\)

\(0.01314 ^{\{ 14 \}}\)

\(0.01024 ^{\{ 11 \}}\)

\(0.01332 ^{\{ 15 \}}\)

 

\(\sum Ranks\)

\(81 ^{\{ 9 \}}\)

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

\(106 ^{\{ 12 \}}\)

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

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

\(126 ^{\{ 14 \}}\)

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

\(138 ^{\{ 15 \}}\)

400

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

\(0.04877 ^{\{ 11 \}}\)

\(0.0548 ^{\{ 13 \}}\)

\(0.05157 ^{\{ 12 \}}\)

\(0.08702 ^{\{ 16 \}}\)

\(0.04854 ^{\{ 10 \}}\)

\(0.06076 ^{\{ 14 \}}\)

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

\(0.06321 ^{\{ 15 \}}\)

 

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

\(0.03671 ^{\{ 7 \}}\)

\(0.05668 ^{\{ 13 \}}\)

\(0.04949 ^{\{ 12 \}}\)

\(0.06304 ^{\{ 14 \}}\)

\(0.03786 ^{\{ 10 \}}\)

\(0.06572 ^{\{ 16 \}}\)

\(0.04555 ^{\{ 11 \}}\)

\(0.06333 ^{\{ 15 \}}\)

 

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

\(0.00383 ^{\{ 11 \}}\)

\(0.00467 ^{\{ 13 \}}\)

\(0.00395 ^{\{ 12 \}}\)

\(0.01263 ^{\{ 16 \}}\)

\(0.00377 ^{\{ 10 \}}\)

\(0.00579 ^{\{ 14 \}}\)

\(0.00358 ^{\{ 9 \}}\)

\(0.0062 ^{\{ 15 \}}\)

 

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

\(0.00209 ^{\{ 6 \}}\)

\(0.00509 ^{\{ 13 \}}\)

\(0.0039 ^{\{ 12 \}}\)

\(0.00641 ^{\{ 14 \}}\)

\(0.00229 ^{\{ 10 \}}\)

\(0.00671 ^{\{ 16 \}}\)

\(0.00331 ^{\{ 11 \}}\)

\(0.00642 ^{\{ 15 \}}\)

 

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

\(0.03252 ^{\{ 11 \}}\)

\(0.03654 ^{\{ 13 \}}\)

\(0.03438 ^{\{ 12 \}}\)

\(0.05801 ^{\{ 16 \}}\)

\(0.03236 ^{\{ 10 \}}\)

\(0.0405 ^{\{ 14 \}}\)

\(0.03162 ^{\{ 9 \}}\)

\(0.04214 ^{\{ 15 \}}\)

 

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

\(0.01835 ^{\{ 7 \}}\)

\(0.02834 ^{\{ 13 \}}\)

\(0.02475 ^{\{ 12 \}}\)

\(0.03152 ^{\{ 14 \}}\)

\(0.01893 ^{\{ 10 \}}\)

\(0.03286 ^{\{ 16 \}}\)

\(0.02278 ^{\{ 11 \}}\)

\(0.03167 ^{\{ 15 \}}\)

 

\(\pmb K{_4}\)

\(0.00889 ^{\{ 9 \}}\)

\(0.0126 ^{\{ 13 \}}\)

\(0.01123 ^{\{ 12 \}}\)

\(0.01465 ^{\{ 16 \}}\)

\(0.0092 ^{\{ 10 \}}\)

\(0.0145 ^{\{ 15 \}}\)

\(0.01042 ^{\{ 11 \}}\)

\(0.01417 ^{\{ 14 \}}\)

 

\(\pmb K{_5}\)

\(0.01527 ^{\{ 9 \}}\)

\(0.02062 ^{\{ 13 \}}\)

\(0.01849 ^{\{ 12 \}}\)

\(0.02736 ^{\{ 16 \}}\)

\(0.0155 ^{\{ 10 \}}\)

\(0.02377 ^{\{ 15 \}}\)

\(0.01705 ^{\{ 11 \}}\)

\(0.02334 ^{\{ 14 \}}\)

 

\(\pmb K{_6}\)

\(0.0077 ^{\{ 9 \}}\)

\(0.01015 ^{\{ 13 \}}\)

\(0.00911 ^{\{ 12 \}}\)

\(0.01418 ^{\{ 16 \}}\)

\(0.00778 ^{\{ 10 \}}\)

\(0.01127 ^{\{ 15 \}}\)

\(0.00866 ^{\{ 11 \}}\)

\(0.01115 ^{\{ 14 \}}\)

 

\(\sum Ranks\)

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

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

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

\(138 ^{\{ 16 \}}\)

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

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

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

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

500

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

\(0.04335 ^{\{ 11 \}}\)

\(0.04963 ^{\{ 13 \}}\)

\(0.04255 ^{\{ 8 \}}\)

\(0.08403 ^{\{ 16 \}}\)

\(0.04391 ^{\{ 12 \}}\)

\(0.05382 ^{\{ 14 \}}\)

\(0.04172 ^{\{ 7 \}}\)

\(0.0552 ^{\{ 15 \}}\)

 

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

\(0.03352 ^{\{ 9 \}}\)

\(0.05132 ^{\{ 13 \}}\)

\(0.04464 ^{\{ 12 \}}\)

\(0.06191 ^{\{ 16 \}}\)

\(0.03384 ^{\{ 10 \}}\)

\(0.05794 ^{\{ 14 \}}\)

\(0.04333 ^{\{ 11 \}}\)

\(0.05924 ^{\{ 15 \}}\)

 

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

\(0.00308 ^{\{ 12 \}}\)

\(0.00381 ^{\{ 13 \}}\)

\(0.00287 ^{\{ 10 \}}\)

\(0.01146 ^{\{ 16 \}}\)

\(0.00293 ^{\{ 11 \}}\)

\(0.00456 ^{\{ 14 \}}\)

\(0.00272 ^{\{ 7 \}}\)

\(0.00476 ^{\{ 15 \}}\)

 

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

\(0.00175 ^{\{ 9 \}}\)

\(0.00429 ^{\{ 13 \}}\)

\(0.00316 ^{\{ 12 \}}\)

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

\(0.00177 ^{\{ 10 \}}\)

\(0.00533 ^{\{ 14 \}}\)

\(0.00299 ^{\{ 11 \}}\)

\(0.00545 ^{\{ 15 \}}\)

 

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

\(0.0289 ^{\{ 11 \}}\)

\(0.03309 ^{\{ 13 \}}\)

\(0.02837 ^{\{ 8 \}}\)

\(0.05602 ^{\{ 16 \}}\)

\(0.02927 ^{\{ 12 \}}\)

\(0.03588 ^{\{ 14 \}}\)

\(0.02782 ^{\{ 7 \}}\)

\(0.0368 ^{\{ 15 \}}\)

 

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

\(0.01676 ^{\{ 9 \}}\)

\(0.02566 ^{\{ 13 \}}\)

\(0.02232 ^{\{ 12 \}}\)

\(0.03096 ^{\{ 16 \}}\)

\(0.01692 ^{\{ 10 \}}\)

\(0.02897 ^{\{ 14 \}}\)

\(0.02167 ^{\{ 11 \}}\)

\(0.02962 ^{\{ 15 \}}\)

 

\(\pmb K{_4}\)

\(0.00804 ^{\{ 9 \}}\)

\(0.01146 ^{\{ 13 \}}\)

\(0.00989 ^{\{ 12 \}}\)

\(0.01409 ^{\{ 16 \}}\)

\(0.00815 ^{\{ 10 \}}\)

\(0.01276 ^{\{ 14 \}}\)

\(0.00964 ^{\{ 11 \}}\)

\(0.01299 ^{\{ 15 \}}\)

 

\(\pmb K{_5}\)

\(0.01378 ^{\{ 9 \}}\)

\(0.01871 ^{\{ 13 \}}\)

\(0.01615 ^{\{ 12 \}}\)

\(0.02673 ^{\{ 16 \}}\)

\(0.01382 ^{\{ 10 \}}\)

\(0.02088 ^{\{ 14 \}}\)

\(0.01576 ^{\{ 11 \}}\)

\(0.02129 ^{\{ 15 \}}\)

 

\(\pmb K{_6}\)

\(0.00683 ^{\{ 9 \}}\)

\(0.00888 ^{\{ 13 \}}\)

\(0.00814 ^{\{ 12 \}}\)

\(0.01343 ^{\{ 16 \}}\)

\(0.00675 ^{\{ 10 \}}\)

\(0.00983 ^{\{ 14 \}}\)

\(0.00761 ^{\{ 11 \}}\)

\(0.00979 ^{\{ 15 \}}\)

 

\(\sum Ranks\)

\(89 ^{\{ 10 \}}\)

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

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

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

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

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

\(87 ^{\{ 9 \}}\)

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