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
MLEMSEBiasMLEMSEBias

251.3597143.3521420.9597141.4705871.9169070.070586
2.5587402.2725870.2587404.1073701.0199130.507369
3.9329501.8305090.4329504.5368130.659791−0.263187

501.2616252.6100440.8616251.3244591.355837−0.075540
2.5271842.1038230.2271844.0746570.8279900.474657
3.8540911.7425940.3540914.4287390.809154−0.371261

751.2499212.3801790.8499211.3045671.105549−0.095432
2.3731551.6608900.0731554.0279040.7202440.427903
3.9030621.6339560.4030624.4341670.722466−0.365833

1001.1216011.8803410.7216011.3114401.055909−0.088560
2.4099361.5688060.1099353.9907970.6457960.390796
3.8274431.4888930.3274434.4648050.678206−0.335194

2000.9377151.2080620.5377151.2683400.643048−0.131660
2.3679641.1062990.0679633.9108280.4691700.310828
3.7554791.1813340.2554784.4937810.563858−0.306218

3000.8467430.9259160.4467431.2291590.517821−0.170841
2.3307600.8530940.0307593.8965670.4149110.296567
3.7182400.9631050.2182404.4817870.556714−0.318213

4000.8206520.7867680.4206521.2498080.489246−0.150192
2.2689080.698790−0.0310913.8694720.3702870.269471
3.7440790.8491200.2440794.5074060.504602−0.292593

5000.7267670.6359590.3267671.2409310.413434−0.159069
2.3216490.5759610.0216493.8343270.2934310.234327
3.6525650.7010840.1525644.5315170.424718−0.268482

6000.6660510.4919450.2660511.2802160.402240−0.119784
2.3098380.4539860.0098383.8035570.2586760.203557
3.6299890.5877300.1299894.5596540.384078−0.240346

7000.7013620.5046660.3013621.2997250.378063−0.100275
2.2560930.430943−0.0439073.7900540.2507750.190053
3.6943930.5888290.1943924.5901900.345656−0.209809

8000.6428160.3787900.2428161.2709260.336466−0.129073
2.2555410.350091−0.0444593.7890660.2082060.189066
3.6588570.4648750.1588564.5868760.324176−0.213124

9000.6521210.3965300.2521211.3071860.327404−0.092814
2.2579560.353270−0.0420433.7552600.1860830.155260
3.6682650.5089690.1682654.6184370.274431−0.181562

10000.5975300.3044980.1975301.2969560.316957−0.123043
2.2924650.316204−0.0175343.7919390.1881180.171938
3.5183280.4154320.1183284.6006920.302786−0.199307