Research Article
On the Properties of the New Generalized Pareto Distribution and Its Applications
Table 1
Average values of MLEs, MSEs, and bias.
| Parameters | n | | | | | MSE () | MSE () | MSE () | MSE () | Bias () | Bias () | Bias () | Bias () |
| α = 2 β = 3
| 50 | 2.8224 | 4.379 | 2.3862 | 0.8891 | 9.7413 | 4.8344 | 1.7391 | 1.4604 | 0.8224 | 1.3790 | 0.3861 | −0.1108 | 100 | 3.1228 | 3.662 | 2.5394 | 1.3173 | 12.444 | 3.05902 | 2.7910 | 3.1806 | 1.1227 | 0.6621 | 0.5394 | 0.31731 | 500 | 2.2947 | 3.561 | 2.1699 | 0.9298 | 1.9501 | 1.6631 | 0.4103 | 0.2884 | 0.2947 | 0.5608 | 0.1699 | −0.07019 | 1000 | 2.1720 | 3.567 | 2.0977 | 0.8734 | 0.8316 | 1.4808 | 0.1583 | 0.18722 | 0.1720 | 0.5671 | 0.0977 | −0.1265 | α = 3 β = 4
| 50 | 4.0408 | 4.0485 | 2.5181 | 1.7219 | 23.3680 | 3.5219 | 2.9016 | 4.739 | 1.0408 | 0.0485 | 0.5181 | 0.7219 | 100 | 3.5614 | 4.5961 | 2.2183 | 1.4225 | 11.0102 | 4.4791 | 1.4747 | 2.3068 | 0.5614 | 0.5961 | 0.2183 | 0.4225 | 500 | 2.7675 | 4.7689 | 1.9365 | 0.9259 | 1.7499 | 3.3965 | 0.2129 | 0.3039 | −0.2325 | 0.7689 | −0.0634 | −0.0741 | 1000 | 2.9827 | 4.6298 | 1.9992 | 0.9457 | 0.9594 | 2.628 | 0.1312 | 0.2547 | −0.0173 | 0.6298 | −0.0007 | −0.0543 | α = 1 β = 2
| 50 | 2.0367 | 2.525 | 5.2304 | 4.2390 | 23.9711 | 2.8856 | 12.220 | 17.477 | 1.0367 | 0.5254 | 1.2304 | 1.2390 | 100 | 2.2980 | 2.549 | 5.3530 | 3.9130 | 11.1434 | 1.5055 | 12.8912 | 20.7428 | 1.2980 | 0.54924 | 1.3530 | 0.9130 | 500 | 1.3429 | 2.372 | 4.2849 | 3.4199 | 1.1744 | 1.0608 | 1.0958 | 7.5208 | 0.3430 | 0.3724 | 0.2849 | 0.41989 | 1000 | 1.1563 | 2.364 | 4.1010 | 3.0019 | 0.3420 | 0.9178 | 0.1650 | 4.0866 | 0.1563 | 0.3640 | 0.1010 | 0.0019 | α = 1 β = 2
| 50 | 3.171 | 3.2678 | 3.3261 | 4.5144 | 34.1379 | 5.7604 | 10.7224 | 19.5879 | 2.1711 | 1.2678 | 1.3261 | −0.4855 | 100 | 2.545 | 3.0713 | 3.201 | 4.876 | 29.092 | 4.651 | 6.1187 | 25.225 | 1.5452 | 1.0713 | 1.2011 | −0.1243 | 500 | 2.2187 | 2.511 | 2.7985 | 4.8092 | 9.6056 | 1.4914 | 3.2420 | 10.3409 | 1.2187 | 0.5110 | 0.7985 | −0.1908 | 1000 | 1.6832 | 2.2812 | 2.457 | 4.791 | 4.4161 | 0.4660 | 1.5554 | 5.3746 | 0.6832 | 0.2812 | 0.4569 | −0.2091 |
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