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Accuracy of genomic evaluation was estimated as the correlation between estimated breeding values and GEBV in a 10-fold cross validation design.
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Cross-validation design influences the performance of the derived models.
Cross-validation design also influences the magnitude of the prediction error.
The latent structure of the SIC was explored using a cross-validation design.
To investigate genes associated with coronary heart disease (CHD) screened with a novel cross-validation design.
Moreover, techniques such as Lasso are far more robust with respect to the cross-validation design in the inner loop of double cross-validation.
The double cross-validation procedure was carried out for each combination of test data set size, cross-validation design and for each different data sample.
The variable selection algorithm in the inner loop (Lasso, TS-MR and TS-PCR) and the cross-validation design have a smaller impact.
Twenty peer delivered sessions were evaluated by master and undergraduate student coders using a cross-validation design to examine peer based alcohol intervention sessions.
Here, the cross-validation design in the inner loop and the influence of the test set size in the outer loop is systematically studied for regression models in combination with variable selection.
Average variance terms of the model errors (ave.var (ME )) for simulation model 2. Variance also strongly depends on the regression technique (TS-MLR, TS-PCR), cross-validation design in the inner loop, and test set size in the outer loop.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com