Sentence examples for model selection phase from inspiring English sources

In the model selection phase, we applied 2-fold cross validation, and selected parameters that gave the highest auROC.

This model comparison or model selection phase is a notoriously hard and unsolved problem in the machine learning community.

This ensures that all quantized genes have very similar entropy, which is important in the model selection phase later in the incremental network learning algorithm.

We performed model selection using a PHASE 3.0 implemented Perl script.

The predictive qualities of the models are assessed, based on the mean square deviation and provide guidelines for model selection, and assumptions concerning phase equilibrium, when designing solid liquid separators for the pharmaceutical industry on process simulation software.

Finally, Section 7 presents an extensive, unbiased experimental comparison, with separate model selection and model testing phase, between the proposed methods and a number of baseline systems.

In this section, the model selection, i.e., single-phase or multi-phase flow, is selected and the other properties that related to the gas flow in the reservoir are entered (Fig. 9).

This phase in the SVR model building is analogous with the variable selection phase for the MLR model.

Furthermore, cross-validation model selection on the number of phases K in the Coxian indicates that only a small K is required to achieve the optimal performance.

The present study is meant for establishing a suitable methodology, including turbulence model selection for simulating the three-phase separation phenomena.

Further model selection was performed in several phases, described below.