Research Article
A New Flexible Logarithmic-X Family of Distributions with Applications to Biological Systems
Table 1
The results of conducting a simulation using the NFLog-Wei distribution utilizing sets I and II.
| | Est. | Set I: , , and | Set II:, , and | MLE | MSE | Bias | MLE | MSE | Bias |
| 25 | | 1.359714 | 3.352142 | 0.959714 | 1.470587 | 1.916907 | 0.070586 | | 2.558740 | 2.272587 | 0.258740 | 4.107370 | 1.019913 | 0.507369 | | 3.932950 | 1.830509 | 0.432950 | 4.536813 | 0.659791 | −0.263187 |
| 50 | | 1.261625 | 2.610044 | 0.861625 | 1.324459 | 1.355837 | −0.075540 | | 2.527184 | 2.103823 | 0.227184 | 4.074657 | 0.827990 | 0.474657 | | 3.854091 | 1.742594 | 0.354091 | 4.428739 | 0.809154 | −0.371261 |
| 75 | | 1.249921 | 2.380179 | 0.849921 | 1.304567 | 1.105549 | −0.095432 | | 2.373155 | 1.660890 | 0.073155 | 4.027904 | 0.720244 | 0.427903 | | 3.903062 | 1.633956 | 0.403062 | 4.434167 | 0.722466 | −0.365833 |
| 100 | | 1.121601 | 1.880341 | 0.721601 | 1.311440 | 1.055909 | −0.088560 | | 2.409936 | 1.568806 | 0.109935 | 3.990797 | 0.645796 | 0.390796 | | 3.827443 | 1.488893 | 0.327443 | 4.464805 | 0.678206 | −0.335194 |
| 200 | | 0.937715 | 1.208062 | 0.537715 | 1.268340 | 0.643048 | −0.131660 | | 2.367964 | 1.106299 | 0.067963 | 3.910828 | 0.469170 | 0.310828 | | 3.755479 | 1.181334 | 0.255478 | 4.493781 | 0.563858 | −0.306218 |
| 300 | | 0.846743 | 0.925916 | 0.446743 | 1.229159 | 0.517821 | −0.170841 | | 2.330760 | 0.853094 | 0.030759 | 3.896567 | 0.414911 | 0.296567 | | 3.718240 | 0.963105 | 0.218240 | 4.481787 | 0.556714 | −0.318213 |
| 400 | | 0.820652 | 0.786768 | 0.420652 | 1.249808 | 0.489246 | −0.150192 | | 2.268908 | 0.698790 | −0.031091 | 3.869472 | 0.370287 | 0.269471 | | 3.744079 | 0.849120 | 0.244079 | 4.507406 | 0.504602 | −0.292593 |
| 500 | | 0.726767 | 0.635959 | 0.326767 | 1.240931 | 0.413434 | −0.159069 | | 2.321649 | 0.575961 | 0.021649 | 3.834327 | 0.293431 | 0.234327 | | 3.652565 | 0.701084 | 0.152564 | 4.531517 | 0.424718 | −0.268482 |
| 600 | | 0.666051 | 0.491945 | 0.266051 | 1.280216 | 0.402240 | −0.119784 | | 2.309838 | 0.453986 | 0.009838 | 3.803557 | 0.258676 | 0.203557 | | 3.629989 | 0.587730 | 0.129989 | 4.559654 | 0.384078 | −0.240346 |
| 700 | | 0.701362 | 0.504666 | 0.301362 | 1.299725 | 0.378063 | −0.100275 | | 2.256093 | 0.430943 | −0.043907 | 3.790054 | 0.250775 | 0.190053 | | 3.694393 | 0.588829 | 0.194392 | 4.590190 | 0.345656 | −0.209809 |
| 800 | | 0.642816 | 0.378790 | 0.242816 | 1.270926 | 0.336466 | −0.129073 | | 2.255541 | 0.350091 | −0.044459 | 3.789066 | 0.208206 | 0.189066 | | 3.658857 | 0.464875 | 0.158856 | 4.586876 | 0.324176 | −0.213124 |
| 900 | | 0.652121 | 0.396530 | 0.252121 | 1.307186 | 0.327404 | −0.092814 | | 2.257956 | 0.353270 | −0.042043 | 3.755260 | 0.186083 | 0.155260 | | 3.668265 | 0.508969 | 0.168265 | 4.618437 | 0.274431 | −0.181562 |
| 1000 | | 0.597530 | 0.304498 | 0.197530 | 1.296956 | 0.316957 | −0.123043 | | 2.292465 | 0.316204 | −0.017534 | 3.791939 | 0.188118 | 0.171938 | | 3.518328 | 0.415432 | 0.118328 | 4.600692 | 0.302786 | −0.199307 |
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