Sentence examples for model validation statistics from inspiring English sources
A model validation statistics summary is presented in Table 1.
The maps compare favourably to the WHO Expert Committee on the Control of Leishmaniases outputs (WHO, 2010), have high model validation statistics and improve upon the existing body of work by providing a finer resolution of risk at a subnational level.
To statistically compare the CAT model with the stardard site-homogeneus models, cross validation statistics with PhyloBayes 3.3b were performed between the amino acid models (MtRev and CAT), as described in Philippe et al (2011) [ 121].
Since the sigmoidal model had fit and validation statistics similar to the GAM, yet had higher relative efficiency than the GAM, we selected the sigmoidal model to estimate AGB and the corresponding CV for each 20 m × 50 m pixel in the study area.
The model that gave the best validation statistics was then chosen as the final model.
A binomial GAM was used to fit separate models for CCVERT and CCHEMI; the model to estimate ( {hat{CC}}_{mathrm{VERT}} ) had better fit and validation statistics than the model to estimate ( {hat{CC}}_{mathrm{HEMI}} ) (Table 4).
Linear regression model parameters, statistics, and global validation statistics are presented in Additional file 1: Table S2.
Models were developed using genetic function approximation technique and were extensively validated employing different validation statistics.
We have previously showed that models built with open source tools can produce validation statistics comparable to commercial modeling tools.
The results of the best MLP model are shown in Table 4. Table 4 Validation statistics derived from the best MLP model of 108 non-sensitisers and 101 sensitisers using 7 DRAGON descriptors.
We found GAM's to perform as well as nonlinear models with respect to fit and validation statistics; however, when applied to the population of predictor data the bootstrap confidence interval was less efficient than the null model.
