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Segal et al. (2008) followed a similar modelling concept, i.e. estimating the effect of a TF by minimizing the error term of prediction and measured gene expression.
Similarly, we conducted 10-fold cross validation to determine the optimal parameters for the methods and compared the classifier's performance in term of prediction accuracy in the outcome of testing samples and recovering ground truth subnetwork genes.
For this acute myeloid leukemia dataset, therefore, all the approaches seem to agree on the scarce improvement of including the omics score in the model in term of prediction ability.
GENN have been shown to be powerful in genetic association studies and meta-dimensional analysis of phenotypes of interest and have been shown to be successful when compared to other methods in term of prediction accuracy [ 29, 30, 32, 42].
GENN, an efficient evolutionary computing approach, has been shown to be powerful in genetic association studies and meta-dimensional analysis of phenotypes of interest and has been proven superior compared to other methods in term of prediction accuracy [ 31, 32, 36, 38].
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While this model is not as good as SimBoost in terms of prediction performance, it has the advantage of quantifying the confidence of the predicted value.
In terms of prediction, the preliminary scorecard does not look good for Messrs Kubrick and Clarke.
In both cases, the results, in terms of prediction errors, are satisfactory.
The results are satisfactory in terms of prediction capability, robustness, and generalization.
Potential implications of the results in terms of prediction of a critical film thickness to avoid film delamination, and in terms of prediction of fatigue delamination growth are also discussed.
But this simple analysis of a very complex system yields results that are, in some years, just not very helpful in terms of prediction," says Bales.
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