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The largest predictive power was achieved by merging the distance and phylogeny scores with the SVM methods (Table 2).
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Particularly interesting is the consistently large predictive power of chromatin accessibility.
In this case, we satisfy the parametric model assumption of having independent explanatory variables, so the parametric models have a larger predictive power than the nonparametric models.
It also has the largest median predictive power in all cases except H1-hESC histone marks, where mappability and GC-content have higher median predictive power.
2 6 15 In particular, the symptom that had the largest positive predictive power in our study (abdominal distension) was also the strongest predictor in a recent study by Hamilton et al based on 39 practices in Devon over a four year period.
If datasets of both phenotyped and genotyped individuals (the training population) become very large, the predictive power of GS may be increasingly driven by linkage disequilibrium rather than by linkage information, or, more usefully, by direct genotyping of causative mutations and other biologically relevant genomic information [ 4, 5].
The larger the auc of a ROC curve, the larger is the predictive power of the model.
In particular, the combination of the target- and enzyme-related scores provided the largest increase of the predictive power.
The largest improvement in the predictive power of the equal-energy index is gained by adding to it a linear term in the number of noise events.
We evaluated the performance of our regression model as a function of the training set size in order to see the minimum amount of data required to achieve the largest improvement in the predictive power of both the gravity model and the Flickr model.
In contrast to older models (SAPS II and APACHE II), newer models (SAPS III) achieve a substantially larger part of the predictive power, with data available before ICU admission, including comorbidity and reason for ICU admission.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com