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The sensitivity evaluation is eventually utilized to evaluate the ranking of the input variables, in order to investigate the relationship to the output.
We then evaluate the ranking based on the known pathway memberships.
In particular we applied the AUC to evaluate the ranking of the genes.
In order to evaluate the ranking order, the following criterion is adopted to compute a mean rank score [ 36]: (15) μ = Q (Q + 1 ) 2 ∑ i = 1 Q r a n k (M i ), where Q is the number of the relevant items whose rank orders are to be considered.
Figure 9 Procedure to evaluate the ranking function.
In order to evaluate the ranking performance of a scoring function on the whole benchmark in a reasonable way, MSR (modified success rate) proposed by us (Equation function 6) [21] was used in this study.
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As the true molecular formula is known for all compounds in our datasets, we can then evaluate the rank of the true molecular formula in the output.
Finally, we try to evaluate the rank results based on the prizes of 'VLDB 10 Year Award', 'SIGMOD Test of Time Award' and 'SIGMOD E.F.Codd Innovations Award'.
To evaluate the ranked lists generated in prediction, we derived the precision recall curves at different threshold values, F-score metric was used to determine the prediction accuracies.
To evaluate the "rank" position of the AMP RSMM correlation, we also computed the bivariate partial correlations between RSMM and each other indicator, including BMI, used as benchmark for correlation ranking.
> -wrap-foot> In this study, we used co-occurrence– and network-based approaches to develop a system (CoIN) and evaluated the ranking of the CTD data sets.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com