For example, the prediction accuracies of SIP-FS on boats, rocks, sun, and vehicle indicate advantages over that of mRMR.
Table 2 Confusion matrices on a test set of 100 examples, (log (B_{10})), prediction accuracy (PA), Matthews Correlation Coefficient (MCC), F1-Score (F1), (kappa )-Statistic and Youden's statistic (J) for different settings.
The model produced prediction accuracy of 90.4%.
Furthermore, the comparison of SMR7 vs. SMR2 shows another example for how the prediction accuracy may be misleading.
In each of these examples, the gene-level prediction accuracy is used as an indirect measure of the model's explanatory potential.
Two examples demonstrate the increased prediction accuracy, guanidine (DTXSID0023117) and guanidine monohydrochloride (DTXSID7058757).
Finally, numerical examples illustrate the high prediction accuracy and widespread applicability of NSSM for various grid-patterns, and the advantage of the rotated triangle grid-pattern in load-carrying capacity among various grid-patterns is demonstrated.
For example, for Patient 3, the prediction accuracy improved gradually and monotonically to reach the near-best level with rather few training points (Fig. 3A, seventh panel).
Further, we show that it produces composite networks with improved function prediction accuracy using five example species (yeast, mouse, fly, Esherichia coli and human).
In this case, we obtain 84% prediction accuracy for sensitivity, 82.2% prediction accuracy for social boldness, 80.4% prediction accuracy for liveliness and warmth, 80.3% prediction accuracy for emotional stability, and over 75% prediction accuracy for vigilance and tension.
