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Thus it will be beneficial to have an effective algorithm that can simultaneously extract decision rules and select critical features for good interpretation while preserving the prediction performance.
Further, our procedure is based on an ordering of the dimensions based on their relative importance which is quite beneficial to interpretation.
In HIV-2 infected patients with virological failure of first-line or subsequent regimens, genotypic resistance testing may be beneficial but interpretation algorithms are not well validated for most ARVs [ 52].
Supplying a clinical scenario to each ECG should have a beneficial effect on interpretation.
Therefore, we argue that decreased intra population variation is beneficial to both interpretation and downstream analysis and provides improved data quality.
(D) Two main hypotheses tested using replicate exome data: (i) Biases in sequence capture resulting in poor coverage are addressable through repetition (ii) Library replication is beneficial to overall interpretation of sequence variation data.
The approach allows us to reliably assess the uncertainty of the source parameters, which proved to be beneficial in terms of interpretation of the results (statistical significance of selected source parameters).
Furthermore, the term enrichment-based identification of experimental conditions in the context of binned data for BN analysis can provide beneficial information in the interpretation of predicted expansion genes.
A recent report by Redin and colleagues [ 9] support our conclusion that aggregate data is beneficial to the overall interpretation of exome data.
On the other hand, our method successfully extracted a relatively small number of features, which is beneficial for easier biological interpretation.
This demonstrates that including this covariate in the statistical analysis may have a beneficial impact on data interpretation, similar to using lipid-normalized concentrations for highly lipophilic organic contaminants.
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