Research Article
A Novel Generalized Family of Distributions for Engineering and Life Sciences Data Applications
Table 1
Parameter estimates, MSEs, and biases.
| Parameter | N | | | | MSE | MSE | MSE | Bias | Bias | Bias |
| = 2 | 50 | 1.8313 | 1.9424 | 2.296 | 12.6804 | 0.2263 | 0.9513 | −0.1686 | −0.0575 | 0.2961 | = 2 | 100 | 2.2109 | 1.9674 | 2.128 | 5.4230 | 0.0759 | 0.5266 | 0.2109 | −0.0326 | 0.1276 | = 2 | 500 | 2.4666 | 1.9495 | 1.897 | 2.4996 | 0.018613 | 0.2793 | 0.4666 | −0.0505 | −0.1033 | | 1000 | 2.1703 | 1.9687 | 1.963 | 1.0722 | 0.009575 | 0.12885 | 0.17027 | −0.0312 | −0.0367 | = 3 | 50 | 2.1597 | 4.3702 | 6.654 | 19.3275 | 2.1949 | 9.3930 | −0.8403 | 0.37028 | 1.6536 | = 4 | 100 | 2.2010 | 4.0996 | 6.158 | 8.4937 | 0.8822 | 6.1319 | −0.7989 | 0.09963 | 1.1583 | = 5 | 500 | 2.7346 | 4.0784 | 5.399 | 1.6347 | 0.1976 | 1.67827 | −0.26533 | 0.07847 | 0.39927 | | 1000 | 2.8663 | 4.0381 | 5.236 | 1.02057 | 0.1227 | 1.0413 | −0.1336 | 0.03812 | 0.2345 | = 3 | 50 | 1.7599 | 5.6261 | 8.274 | 15.6080 | 4.1271 | 14.2178 | −1.2400 | 0.62619 | 2.2739 | = 5 | 100 | 2.1047 | 5.5440 | 7.504 | 6.0097 | 2.3138 | 8.6038 | −0.89527 | 0.54396 | 1.5035 | = 6 | 500 | 2.7731 | 5.2123 | 6.501 | 1.6808 | 0.4410 | 2.0706 | −0.2268 | 0.2123 | 0.5012 | | 1000 | 2.9212 | 5.0763 | 6.215 | 1.0373 | 0.2586 | 1.1940 | −0.0787 | 0.07635 | 0.21453 | = 5 | 50 | 2.0779 | 9.6075 | 3.298 | 47.0512 | 25.955 | 3.7047 | −2.92211 | 2.60746 | 1.29763 | = 7 | 100 | 2.7948 | 9.2775 | 3.066 | 27.6145 | 22.6489 | 2.96095 | −2.20522 | 2.2775 | 1.06606 | = 2 | 500 | 4.1762 | 7.7560 | 2.363 | 5.9401 | 4.4619 | 0.8725 | −0.8237 | 0.75599 | 0.3619 | | 1000 | 4.7610 | 7.3345 | 2.133 | 2.14639 | 2.02909 | 0.34893 | −0.23899 | 0.33452 | 0.13318 |
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