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Hence our model comparison emphasizes features that can be used to choose or design fit-for-purpose models, and we outline how quantitative data useful for model selection and validation can be obtained from modern systems and ancient deposits.
The model fitted for E. globulus and E. nitens in the current study may be potentially applied to other sites provided that some validation can be obtained.
Validation can be obtained based on mathematical proof of correctness by comparing the results of the model with other models [38, 39].
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Functional and behavioral validations can be obtained during design before realization step.
Because the DNA methylation signature is thought to be highly correlated to the leukocyte distribution, this fits into the framework of measurement error models where using a noisy surrogate marker to test the association with a disease results in biased estimates, unless validation data can be obtained to calibrate the model and correct the bias.
Using multi-fold cross-validation, the DGV can be obtained for all genotyped animals in validation sets, while large training sets can be retained.
Further validation of these results can be obtained at the price of an extensive estimation of discrete-choice models over the long period.
Experimental validation for the MXEs can be obtained from Expressed Sequence Tags (EST), cDNA and RNA-seq data.
The repeated 10-fold cross-validation estimator of classification performance can be obtained by running regular 10-fold cross-validation procedure 100 times with different splits of data into training and testing sets and reporting the average estimate over all 100 runs.
The study determined that useful spectra for validation and fuel burnup predictions can be obtained in-situ at the ATR canal using three different detectors.
Also for all cases where the training set validation procedure indicates that no gain can be obtained for the screening, this translated to the corresponding test set.
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