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The difference (ΔAICc i) between the parsimonious model AICcnull (no variables dropped) and AICc i, where variable i was dropped, was used to determine the relative variable importance of the dropped variables (i); the larger the ΔAICc i, the more important the variable.
Noise levels remained more or less constant the whole time, suggesting that verbal messages were not as important.Constant volume may hide the variable importance of what was said.
As a measurement of importance of the 909 selected probes, variable importance of projection (VIP) values were calculated using the R library plsVarSel.
However, there is an issue in determining the variable importance of correlated variables, considering that in this determination it is assumed that each variable is independent of the response variable as well as from all other predictors [66].
Performance of automated QSAR modeling workflow based SF-models in antiviral binding affinity prediction on external validation set or IVS for NNRTIs was markedly better in both options (scaled and unscaled variable importance) of feature selection than the published [90] QSAR model.
The variable importance of the projection plot (VIP) score for each metabolite is shown in Fig. 4.
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Instructor gender and the interaction between instructor gender and student gender were present in the second-best model (Table 1) and have relative variable importances of 0.5 and 0.37, respectively (Table 2).
For PLS-DA, items loadings were used as overall (i.e., not class-specific) measures of variable importance for each of the extracted component.
The compatibility of religion with evolution variable was significantly positively related to the community of science variables, importance of self understanding evolution variable, and interest in the organisms at the exhibition (see Table 7).
The variable importance for each of the models is shown in Table 1.
24hU volume and osmolality contributed most heavily to the PLS model (variable importance for projection of 1.28 and 1.22, respectively).
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