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In this analysis, from the total of 240 traps, 192 traps were used for model fitting and 48 ones for validation.
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Nine of these folds were used for training and the remaining one for validation purposes.
Then, we run the DE and analyse the results five times using three of the sets for learning, one for validation, and one for testing.
The multi-objective robust optimization scheme has been applied for both scenarios via a twin setup of 100 realizations, one for investigation and the other one for validation purposes.
For the construction of scales we generated two random subsamples, one for development and one for validation.
This procedure is better than simply splitting the sample into two, one for model fitting and one for validation [ 34].
Three rounds of SNP predictions were made using Maq: one for validation using multiply- supported SNPs (VMS); one for validation using singly- supported SNPs (VSS); and a production run.
Extracted RNA will be aliquoted into three tubes - one for Agilent RNA quality assessment, one for the transcriptomic microarray, and one for validation of microarray findings by real time polymerase chain reaction.
The 42 specimens selected for the study were divided into two groups: one for discovery (n = 20; Additional file 2: Table S1) and one for validation (n = 22; Additional file 2: Table S2).
Three of the folds were used for training, one used for validation and one held out for testing.
We tested two models in the Pamolare program using data from Lake Glumsø, Denmark: one year for calibration, one year for validation and three years for a prognosis validation.
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