Research Article
Properties and Applications of the Modified Kies–Lomax Distribution with Estimation Methods
Table 4
Simulation results for the AVBs, MSEs, and MREs of the MKL distribution with
.
| | Est. | Est. par. | MLE | ADE | CVME | MPSE | LSE | WLSE |
| 20 | AVBs | | 0.17411 | 0.19575 | 0.19085 | 0.12916 | 0.12386 | 0.16158 | | 0.54173 | 0.61757 | 0.5994 | 0.4235 | 0.50867 | 0.60536 | | 0.97184 | 1.06916 | 0.97925 | 0.69514 | 0.84836 | 1.0195 | MSEs | | 0.05305 | 0.06806 | 0.06099 | 0.02991 | 0.02783 | 0.04695 | | 0.39987 | 0.48492 | 0.47755 | 0.27848 | 0.34546 | 0.48227 | | 1.23491 | 1.4087 | 1.30885 | 0.84901 | 0.97489 | 1.34414 | MREs | | 0.23215 | 0.26101 | 0.25447 | 0.17221 | 0.16514 | 0.21544 | | 0.36116 | 0.41172 | 0.3996 | 0.28233 | 0.33911 | 0.40357 | | 0.48592 | 0.53458 | 0.48963 | 0.34757 | 0.42418 | 0.50975 | | | 30 | 54 | 39 | 12 | 15 | 39 |
| 70 | AVBs | | 0.10242 | 0.09658 | 0.11113 | 0.08714 | 0.0904 | 0.09837 | | 0.42781 | 0.47501 | 0.46759 | 0.36496 | 0.47169 | 0.40541 | | 0.75135 | 0.85761 | 0.83354 | 0.59498 | 0.80001 | 0.71455 | MSEs | | 0.01773 | 0.01604 | 0.02155 | 0.01266 | 0.01499 | 0.01768 | | 0.25072 | 0.29901 | 0.291 | 0.22594 | 0.29276 | 0.23214 | | 0.73754 | 0.92344 | 0.87678 | 0.65321 | 0.82773 | 0.69614 | MREs | | 0.13656 | 0.12878 | 0.14817 | 0.11619 | 0.12054 | 0.13116 | | 0.2852 | 0.31667 | 0.31173 | 0.24331 | 0.31446 | 0.27027 | | 0.37568 | 0.4288 | 0.41677 | 0.29749 | 0.4 | 0.35728 | | | 33 | 45 | 45 | 9 | 33 | 24 |
| 150 | AVBs | | 0.06039 | 0.05142 | 0.06408 | 0.06076 | 0.06074 | 0.06878 | | 0.2954 | 0.28315 | 0.33674 | 0.26728 | 0.30917 | 0.31007 | | 0.52101 | 0.53386 | 0.58887 | 0.42551 | 0.54671 | 0.56229 | MSEs | | 0.00616 | 0.00413 | 0.00685 | 0.006 | 0.00621 | 0.0074 | | 0.12614 | 0.11971 | 0.15221 | 0.12535 | 0.13565 | 0.13632 | | 0.38579 | 0.38586 | 0.45167 | 0.3701 | 0.40954 | 0.42788 | MREs | | 0.08052 | 0.06856 | 0.08544 | 0.08101 | 0.08098 | 0.09171 | | 0.19694 | 0.18877 | 0.2245 | 0.17818 | 0.20611 | 0.20671 | | 0.2605 | 0.26693 | 0.29443 | 0.21275 | 0.27335 | 0.28115 | | | 22 | 17 | 51 | 17 | 34 | 48 |
| 250 | AVBs | | 0.04246 | 0.04715 | 0.04058 | 0.03889 | 0.04677 | 0.04538 | | 0.2145 | 0.22946 | 0.22809 | 0.13835 | 0.2559 | 0.23093 | | 0.3995 | 0.39843 | 0.3999 | 0.19661 | 0.46717 | 0.42976 | MSEs | | 0.00293 | 0.00349 | 0.00259 | 0.00258 | 0.00338 | 0.00335 | | 0.06278 | 0.07593 | 0.07329 | 0.04343 | 0.08891 | 0.0771 | | 0.22024 | 0.22118 | 0.21752 | 0.12204 | 0.28098 | 0.24806 | MREs | | 0.05661 | 0.06287 | 0.0541 | 0.05185 | 0.06237 | 0.06051 | | 0.143 | 0.15298 | 0.15206 | 0.09223 | 0.1706 | 0.15396 | | 0.19975 | 0.19921 | 0.19995 | 0.09831 | 0.23358 | 0.21488 | | | 24 | 38 | 25 | 9 | 51 | 42 |
| 400 | AVBs | | 0.03145 | 0.02735 | 0.03392 | 0.02494 | 0.03326 | 0.03426 | | 0.12051 | 0.12395 | 0.12844 | 0.03796 | 0.1441 | 0.13827 | | 0.21744 | 0.2243 | 0.23703 | 0.02181 | 0.24202 | 0.24494 | MSEs | | 0.00144 | 0.00116 | 0.00183 | 0.00093 | 0.00178 | 0.00197 | | 0.02123 | 0.02146 | 0.02437 | 0.00227 | 0.02795 | 0.02636 | | 0.06633 | 0.06671 | 0.07642 | 0.00072 | 0.07786 | 0.07973 | MREs | | 0.04193 | 0.03647 | 0.04522 | 0.03326 | 0.04434 | 0.04568 | | 0.08034 | 0.08264 | 0.08562 | 0.02531 | 0.09607 | 0.09218 | | 0.10872 | 0.11215 | 0.11851 | 0.0109 | 0.12101 | 0.12247 | | | 21 | 24 | 39 | 9 | 45 | 51 |
|
|