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We investigated two approaches to aggregate predictions: (i) by selecting the class with the maximal predicted probability (max-based); and (ii) by choosing the class based on the order of the steps in the crystallization protocol (order-based).
Table 3 displays the aggregate predictions of our benchmark model for the individuals in our reference sample.
As a result, our aggregate predictions are heavily influenced by the sample distribution of individual characteristics (age, unemployment duration, accrued pension rights and previous wages).
Future runs of DREAM will encourage simultaneous submissions of networks and predictions, which may help us close-in on the macro-level goal of DREAM, to learn new biology from the aggregate predictions of the systems biology modeling community.
The method described in Section 4.3 is used to aggregate predictions from all pairwise models.
We used several methods to assess the accuracy of aggregate predictions of ICU stay remaining after the threshold day [ 37].
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The TAGGING method shares some aspects of model averaging with bagging and random forest, as they all generate multiple predicted values and aggregate prediction by averaging.
Then you can see the aggregate prediction of the Estimize community, as well as current and past predictions for individual users.
Based on our results in Spanish patients infected with HCV-1b, we propose the use of discriminant statistical models based on host and viral characteristics to provide an aggregate prediction of the treatment outcome at baseline.
Under these conditions, the error will not be correlated across predictions but will, rather, be randomly distributed across them and, hence, tend to cancel out, which increases the accuracy of the serum osmolarity aggregate prediction.
Aggregating predictions into the final pocket score.
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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