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However, as we recorded the history of generated links (PPV, Se and χ2 value after each added link), this allowed us to explore a broader range of model fitness values.
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According to Marsh et al. (1985) for good model fitness value, the CMIN/DF should be less than 5.
We have verified this proxy using a simple one-locus/two-allele model with fitness values 1 and 1+s (see supplementary figure S1, Additional file 1).
The prediction curves were analyzed using area under curve (AUC) values which indicate the model fitness for landslide prediction in which value below 0.5 refers low accuracy level whereas value from 0.5 to 1 refers higher accuracy of the models used.
A nice example is the recent predictive fitness model for influenza, which couples the fitness values and frequencies of strains with molecular evolution modeling on an influenza stain genealogy for haemaglutinin gene [ 93].
In current study the data showed strong model fitness with different ratio's values of NFI = .943, CFI = .985, GFI = .958 RMSEA = .049 and CMIN/DF = 2.004 (Fig. 2).
The results are summarized in Table 3. Overall, the results are consistent: the smaller the value of λ, the better the model fitness, as indicated by larger likelihood value.
With the obtained prediction model as the fitness value evaluation method, the pump impeller was optimized using the NSGA-II multi-objective genetic algorithm, which finally offered an improved impeller structure with enhanced pressure rise and efficiency.
The energy consumption was then altered so as to produce mutant models with different relative swarming fitness values.
The reason was that fitness values of models under constructions always first reach the value '1' before 80%% interactions are generated.
Model fitness indices were compared with the standard values given by (Hair et al. 2006).
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