Research Article

Maximum Likelihood Estimation for Three-Parameter Weibull Distribution Using Evolutionary Strategy

Table 6

Results of different estimation methods [3].

MethodK-S(ks_stat/p)AIC

LR (Ref [3])4.242.2(0.2222/0.7088)7.9410
WLR-F&T (Ref [3])3.441.7(0.1667/0.9448)7.9438
WLR-B (Ref [3])3.241.3(0.1667/0.9448)7.9727
CMA-ES(ML)22.41011.395417.4991(0.1111/0.9997)7.6697

Note. LR, least square regression; WLR-F&T, weighted least squares regression with Faucher & Tyson’s equation [35]; WLR-B, weighted least squares regression with Bergman’s equation [36]; CMA-ES(ML), the proposed method ML using CMA-ES; ks_stat/p, value of K-S test/the probability of the CDF data similarity.