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In practical terms, this means that the best model selected on this dataset may have large-sample performance of anywhere between 13% and 23%.
The best model, selected on the basis of low average MSE and high number of integrated prior knowledge edges, showed 17 integrated prior knowledge edges, 84 network edges in total, and an 'allowedError' of 0.045.
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More advanced ML analyses were investigated on a nucleotide dataset from 6 taxa, and the best model selected by MrAIC, on first and second codon positions, is in Figure 3d.
Based on the best model selected, the mean absolute percentage error (MAPE) was used to measure the quality of fit of the service volume of outpatients during the SARS, and two years after SARS period [ 9].
It is common to make inferences on the basis of the best model selected by a standard model comparison procedure.
The heritability estimates were calculated as the sum of the additive and dominance genetic effects in the best fitting model selected on the basis of lowest Akaike information criteria.
Non-linear predictors were included in the model as log transformed variables or restricted cubic splines if these were sequentially established to be significantly superior to the untransformed data, with the best fitting model selected on the basis of residual pseudolikelihood.
The best model is selected on the basis of a model selection criterion, simultaneously providing the optimal number of clusters and assigning cluster membership to observations.
As shown in Table 1, different models were built and the best model was selected on the basis of AIC Akaikee Information Criterion, ΔAICC and Akaike weights [36].
Competing models were analyzed using the Akaike Information Criterion AICC) and the best model was selected on the basis of the lowest AIC.
The best model was selected on the basis of the likelihood ratio with a 5% threshold on alpha error.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com