Exact(1)
To evaluate the predictive potential of these variables, the models were evaluated using cross-validation to assess the predictive performance of the models and further refine the variable included in a prediction analysis, so that the resulting models were evaluated on the testing data, as opposed to the training data.
Similar(59)
Expert interviews were conducted with fifteen (15) drilling and safety experts to refine the variables specific to onshore gas drilling operations.
To determine the predictive potential of the compounds, these models were evaluated using leave-one-out cross-validation to assess the predictive performance of these models and to further refine the variables included in prediction analyses.
In a second part, we refine the outcome variable to take the occupation dimension into account.
A pilot test was conducted with 30 participants in the study district to refine the study variables.
To refine the analyses, introducing variables that describe the structure of the forest is also necessary (Pommerening 2002, 2006; Motz et al. 2010).
To circumvent the risk of an overfitted model, which can arise when there are excess potential explanatory variables, as is often the case with biomarkers, we have used bootstrap sampling to refine the models by excluding variables with an unstable form or those that are unreliably included as necessary for prediction.
Once the pair wise relationships are identified between selected variables and the dependent variable, we refine the model according to a 'step wise induction of functional forms and subsequent improvement of residual sum of squares'.
After the initialization, the parallel updates can refine the local configuration of the variables more independently.
We will further refine the list of candidate variables based on their clinical relevance.
We now refine the definition of the outcome variable to take the occupation dimension into account.
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