All these factors make the reduction in error rates of the biometric system a challenging enterprise.
The reduction of error rates compared to AdaBoost.PL is due to the fact that meta-learning is an ensemble scheme which improves the performance of base learners (here the base learner is Adaboost).
Context-independent procedural learning was also observed, reflected by a general reduction of error rates across experimental epochs.
Though widely performed to detect data entry errors, the time and costs of independent double data entry from paper forms need to be weighed against the magnitude of reduction in error rates compared to single-data entry.
For the HCV samples, which featured a moderate number of relatively high frequency true SNVs, the beta-binomial strand bias test provided a substantial reduction in error rates with no cost to true positive recall.
But does this imply that differences in tRNA repertoires represent selected adaptations to reduce frameshifting costs or is anticodon diversity under selection for other reasons, for example translational efficiency (Higgs and Ran 2008), and reduction in error rates constitutes a fortuitous side effect?
In order to illustrate the pathway between errors and preventable adverse events, we will model expected reductions in adverse events from (any) reductions in error rates.
For example, the reductions of error rates with VGG architecture on CIFAR-10/CIFAR-100 are 0.55% and 1.61%, respectively.
Six four-biomarker panels resulted in less than 1% reduction in error rate.
There was a significant 33% reduction in error rate (Fig. 1A, blue box bracket) from 0.22 errors/sequence on the final pre-sleep trial to 0.15 errors/sequence on the first post-sleep trial (F 1,41) = 10.05; P = 0.003).
The results show a small increase in yield over the GAPipeline in most cases, but no reduction in error rate.
