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Finally, the constructed model is validated by predicting the validation data and comparing these predictions with the real observations by means of ROC curves.
After the optimal parameters for model construction are known, the according model (final model) is validated by predicting the validation data and comparing these predictions with the real observations.
A supporting suite of validation data, and guidance on the use of this data, has also been produced.
The output ANN shows significant accuracy for validation data and conclusively is reliable for prediction unknown values of target samples.
The network used 120 training and 40 validation data and was able to simulate 77.5% of the two types of diagnostic correctly.
After some remarks on numerical solutions to the problem, it concentrates on experimental strategies suitable for assuring the quality of validation data, and for quantifying systematic differences between simulated and experimental results.
A generalized likelihood ratio is derived as a quantitative validation metric based on Bayes' theorem and Gaussian distribution assumption of errors of the wavelet packet component energy between validation data and model prediction.
The best sampling design from our analyses was then used to select a set of 1,000 samples from a hypothetical population of validation data and confidence intervals were computed for each sample.
Precise setback and setforward experiments have been performed aimed at providing validation data and understanding the processes involved and both indicating that little slippage of the filling has occurred.
Land use/cover and fractional vegetation coverage (Fvc) maps derived from remote sensing images, ground validation data, and hydrological observation data are adopted to analyze the responses of Ecological Water Diversion Project (EWDP).
The prediction performance of KPLS model was compared to that of a three-layer back-propagation (BP) neural network with validation data, and the KPLS model showed slightly better performance than the BP network.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com