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The main feature in the model lies in incorporating the variation of composite properties due to temperature and moisture, in order to predict degradation of fibers and matrix characteristics.
The authors greatly improved the isolated link predictions (to 61% for gender and 41% for age) by including the gender and age of the neighboring node as an extra feature in the model.
This result may be explained by the fact that CC is highly correlated with DC (r = 0.765, P-value < 0.01), and DC has been selected as the first feature in the model that has diminished the effects of CC.
Measures of body size including body mass index, FI (a derived measure of body adiposity), waist and hip circumferences and height did not feature in the model for PCA1 methylation (Table 2), which suggests the absence of a general effect on CGI methylation.
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In practice this may not be the case and in such cases there is a need to adequately represent this feature in the models used for analysis.
We chose not to include this feature in the models so that the NGlycPred algorithm would be applicable to both crystal structures and homology models [ 16].
Inferring "biological relevance" from "model relevance" when modeling technique has an influence on the features in the model is then questionable.
The functional interpretation of any structural features in the model and its utilization for future studies can be made in the context of its measure of uncertainty.
We identify features in the model that are responsible for hormonal regulation, and use the model to identify and evaluate competing hypotheses associated with Wolff Chaikoff escape.
The number of features in the model was determined by leave 1/3 out Monte Carlo Cross Validation (MCCV) using 100 iterations.
Although in this paper we focused on the model's ability to evolve various synaptic plasticity regimes, we also examined the model as a whole and did not derive the specific features in the model that enable evolving synaptic plasticity.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com