Sentence examples for model selection aims from inspiring English sources

Model selection aims to strike a balance between the goodness of fit and model complexity, and thus to gain reliable predictive power.

Model selection aims to find a parsimonious, well-fitting model for the basic responses and model prediction uses summarizing statistics from the primary analysis to make statistical inferences [ 9].

This work presents an improved hybrid approach to solve the feature model selection problem, aiming at supporting product portfolio scoping.

35 The quasi-information criterion 'QIC u' was one criterion for model selection, 32 aiming for the lowest value along with parsimony and consistency with the prior literature.

This is expected given that model selection procedures aim to minimize parameterization that does not significantly account for variation observed in the data.

This study proposes a workflow integrating artificial intelligence (AI) in a model selection framework that aims to identify associated shale heterogeneities in SAGD reservoir based on extracted features from production time-series data.

Model hyper-parameter selection aims to find the parameters with the greatest generalization accuracy for a given data set by comparing the accuracy for different combinations of hyper-parameters.

The protocol specifies two views of the dataset: view 1, aimed at algorithm development and model selection, and view 2, aimed at final performance reporting.

To this aim, model selection and invalidation algorithms supply a quantitative framework.

Accordingly, Hammami et al. (2014) suggested a stochastic model for supplier selection aiming at optimization of multi-period system's total cost with diverse buyers and quantity discount.

Other model selection approaches have been developed that aim at achieving the same goal as the Akaike information criterion: to identify the most parsimonious and theoretically relevant models.