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The model validation criteria showed satisfactory results (Table 7).
In addition, the reliability of these models is arguable as they lack appropriate model validation criteria.
Satisfactory results of model validation criteria reinstate the reliability of mass balance model in SWQIA (Agrawal 2005).
Model validation criteria, cross-validation criteria, and spatial explicit sensitivity analysis show that the SWQIA model is robust.
The concentration of water pollutant (C_{i}^{text{R}}) at Rangpo was taken as the model output and it was compared with the observed data using model validation criteria.
Overall, the models obtained with GBM, RF, and SVM (Table 2A and Figure 4) satisfied our model validation criteria, described in Materials and methods (Equations (1) to (3)), namely: (q_{textit {int}}^{2} >) 0.5 and, (q_{textit {test}}^{2}) and (R_{test 0}^{2} >) 0.6.
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13321_2017_230_MOESM1_ESM.docx Additional file 1. Detailed information about the classification methods, model validation, benchmarking criteria, the comparison between ROC and CA curves and the influence of RUS CV on ROC curves of novelty measures.
Model validation and cross-validation criteria suggested that the model has a good predictive capability and spatial reliability in pollution prediction.
In the present model, the data-sets for 2005 2014 are evaluated to establish initialization modeling parameters and validation criteria (satisfaction threshold, attrition propensity, age range, and STEM or non-STEM occupation code).
Model validation and in-fill criteria are shown as valid tools to examine the accuracy of the surrogate and, therefore, to feed the model back with "intelligent" information.
An additional goal of this concept is to advance methodology for modeling and to develop more uniform criteria for model validation in the population setting.
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