Sentence examples for interpretability purposes from inspiring English sources

LASSO regression includes an L1 constraint that selects a small subset of features in X to explain the y variable and is preferred for interpretability purposes.

The normalization constant K is simply the sum of the weights, which ensures that the statistic does not scale with different window sizes (N): (2) For comparison and interpretability purposes the output was multiplied by 1000 to get a value per kilo base.

Very often researchers restrain themselves to simple linear methods for purposes of interpretability and while sacrificing performance.

Often a modeller will choose a trade-off between the performance of the model and the interpretability of the prediction according to the purpose of making a prediction.

Rasch analysis of existing questionnaires developed within the framework of classical test theory, such as the MFI-20, can help to assess their utility for these purposes and at the same time improve interpretability of generated scores and change in scores.

The purpose of the cognitive interviews was to assess subject comprehension and interpretability of the Flu-PRO, its ease of use, and completeness.

However, for most purposes, it is just much simpler to establish the interpretability of Q in the theory at issue.

A quality that speaks for the use of ECFPs is their interpretability.

We also use a qualitative analysis to highlight the interpretability of the results obtained.

The fundamental purpose of the suggested model is to enhance the compactness and the interpretability of the system's fuzzy rules via engaging an ant colony optimization algorithm (ACO), which attempts to discover a good rule description by a set of compound rules initially represented with traditional single rules.

EFA was then performed on data from 2006 to 2011 for the purpose of determining the best factor structure for the EPE based on both interpretability and parsimony and orthogonal (uncorrelated latent variables or constructs) and oblique (correlated latent variables or constructs) solutions.