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In order to optimize the predictor power and avoid over-fitting expression values were split into a training set (2/3 of the data) and a test set (1/3 of data).
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17 In our study, we defined a landmark time of 48 h; thus, we missed the earliest occurrence of coronary events and the associated predictor power of troponin.
The predictor model provides the power industry with an opportunity to reduce the downtime of power interruptions by proper distribution of the service work force.
Table 6 summarizes the predictors and their power in the identification of the negative or positive subgroups in the cohort.
Therefore, to demonstrate the power of the predictor proposed in this paper, it would be sufficient to just compare iLoc-Euk with Euk-mPLoc 2.0 [40].
Item overlap did not change the power of the predictor variables in this sample.
We used the Nagelkerke statistic and associated p value to determine whether the addition of the predictor variables increased the explanatory power of the models [ 43].
Logistic and linear multiple regression analysis will be used to assess the overall predictive power of the predictor variables (theoretical constructs) within each survey.
We employed a matched design that increased the power of the predictor by enriching for informative clinical endpoints compared to a cohort study; furthermore, we avoided classifications that were dependent on the traditional clinical variables.
On the other hand, it is demonstrated in [ 3] using a 2-class problem that seemingly redundant features may improve the discriminant power of the predictor set instead, although it remains to be seen how this scales up to multiclass domains with thousands of features.
Generally, most of these methods focus on identifying the single best model, not on quantifying the independent explanatory power of the predictor variables, yet the latter is likely to provide important insights into the variables that should be managed to achieve desired conservation outcomes.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com