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Although models constructed from greater numbers of regulatory elements generally yielded improved prediction accuracy, this improvement diminished considerably for values of n or m greater than 4.
Fig. 9 Improved prediction accuracy.
Data preprocessing resulted in substantially improved prediction accuracy.
The experiments are designed to specifically test the advantage of employing dependencies between these assays for improved prediction accuracy.
At the individual borrower level, the direct impact of credit service is the improved prediction accuracy on defaults.
Results show that the presented ensemble methods yield improved prediction accuracy over the individual fault prediction techniques under consideration.
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The comparative results showed improved prediction accuracies with the hybrid models and more excellently with the FN-SVM model.
Besides improved prediction accuracies, a reduction in the number of genes required for classification has also been reported when using decision tree-based methods [ 27].
Several previous researches have shown that integrating various genomic data to predict gene function can improve prediction accuracy [ 4, 5].
Therefore, higher frequency of prediction, i.e. smaller τ, has the potential to improve prediction accuracy.
Extending the random effects structure by including plots and trees did not improve prediction accuracy.
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