Sentence examples for best models based on from inspiring English sources
Finally, the results of the modeling process are displayed in the model leaderboard, with the best models (based on the chosen performance metric) at the top of the list.
The system uses global climate models provided by NOAA's North American Multi-Model Ensemble project and selects the best models based on Colombia's particular climate.
It would have been possible, for each of the six combinations of smoking status and outcome we considered, to present analyses of "best" models, based on forward stepwise regression, that each included a different set of predictive characteristics.
The resulting set of models was then filtered for the best models, based on EST and homology support, to produce a non-redundant representative set of 13,937 gene models with characteristics described in Additional file 1: Table S2.
To determine the variables most consistently retained in the prediction models, we generated the 10 "best models," based on the proportion of variance explained, by calculating all possible logistic regression models retaining 10 variables.
However, this study presents a flexible integrated framework to locate the best model based on the actual data.
First, it is flexible and identifies the best model based on the results of ANOVA and MAPE, whereas previous studies consider the best-fit GA model based on MAPE or relative error results.
First, it is flexible and identifies the best model based on the results of ANOVA and MAPE, whereas previous studies consider the best fitted ANN model based on MAPE or relative error results.
In fact, the performance of the best model based on the aminoacidic composition was 5% better than that observed in the model based on the three-dimensional structure of proteins.
Taken together, these results suggest that ensemble predictive modeling techniques perform well in general and our comparative analysis of models using various types of features can be used as a guide to select the best model based on the type of features available.
