Since we desire a biologically interpretable model that is also capable of capturing interactions between features, the decision tree is a natural choice.
The used MAP is capable of capturing the correlation between the different channel states.
Since the consensus prediction is made based on multiple different but comparable QSAR models, it may be capable of capturing the relationship between the chemical structures of the molecules and the endpoint more efficiently than a single model.
These machine learning methods can act as universal approximators of complex functions [ 15] because they are capable of capturing nonlinear relationships between predictors and responses and can adaptively learn complex functional forms, through a series of transformations (i.e., activation functions) driven by parameters.
This results in an extremely flexible deformable parts model capable of capturing fine-grained differences between different interaction types.
However, it would seem desirable to have an information-theoretic measure capable of capturing time-directed statistical dependencies between processes - information flow, if you will.
Belief rule base (BRB) systems are an extension of traditional IF-THEN rule based systems and capable of capturing complicated nonlinear causal relationships between antecedent attributes and consequents.
In this commentary we note that, where relevant but non-redundant features are binary, they inevitably lead to a classifier capable of capturing only a linear relationship between structural features and activity.
In the Cox models that treated HDL-C as a continuous variable, we used restricted cubic splines to produce a hazard ratio (HR) curve capable of capturing nonlinear and nonmonotonic associations between HDL-C and cancer risk.
The computation results show that the numerical model is capable of capturing a variety of nonlinear interaction phenomena between the composite breakwater and its seabed foundation.
