Sentence examples for interpretability reasons from inspiring English sources

The choice for a linear model was made based on interpretability reasons.

For interpretability reasons, these factor scores were rescaled in [0,1] using the formula exp z) / (1 +   exp z)), where 0.5 represents the median burden and lower values, better health (less burden).

We use the binary outcome whether a woman or dependent daughter has undergone FGM, and for the daughters' analysis, the unit of analysis was circumcised daughters from any women because of interpretability reasons, because with the binary outcome, one can estimate the likelihood of FGM in a given region of Senegal, while accounting for a number of potential covariates.

The second is the question of whether, for a given (non-trivial) degree of interpretability, there are theoretical reasons that can be given for one theory over another.

PGM are a type of GMs that have proven to be useful in modeling a variety of complex real-world problems mainly due to the following reasons: intuitive interpretability of the models, their ability to encode the joint probability distribution with a reduced number of parameters (Heckerman et al., 1995) and the existence of efficient methods to learn PGM from data and to make inferences.

For this reason, the interpretability and generality of the QSAR/QSPR models obtained by these feature selection methods are drastically affected.

However, it can hamper interpretability, and partially for this reason we have provided several examples of how copayment differences are associated with differences in tier and adherence.

DTs are attractive for a number of reasons including their simplicity, interpretability, and ability to better incorporate categorical information.

Although the BIC value reduced further for models with four and more classes, and these models were deemed a better fit according to the BLRT, a three-class model was chosen for reasons of parsimony and interpretability.

For this reason, a set of interpretability criteria is given which guide the design process.

This simple example illustrates the high interpretability of classification trees and highlights the reason why tree representations are popular with medical scientists and doctors [ 15].