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BRTs generally ignore non-informative predictors but, given our large dataset and many predictor variables, it was useful to eliminate an unimportant term to avoid overfitting.
Further research is needed to identify the relevant processes, contexts, and interplay between the many predictor variables hitherto identified as affecting mental health vulnerability and resilience.
Our application of the game to the data of the Nugenob study yields a fair comparison of three quite different approaches, where all of them have previously been successfully applied to address similar problems with relatively many predictor variables and relatively few subjects [33] [35].
Many predictor variables were significantly correlated with each other.
Third, our models include rather many predictor variables, which may increase the risk for overfitting.
It is particularly useful when there are many predictor variables that are highly correlated.
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Partial least square regression (PLS) is one of the popular multivariate regression methods in a a wide range of fields.The reason of that PLS have been designed to confront the situation that many correlated predictor variables and few samples situation.
The calculation of Akaike weights across all models allows the researcher to evaluate the relative importance of many potential predictor variables within these models (Burnham and Anderson 2002).
63 Imputed models will be constructed such that they contain as many relevant predictor variables as possible.
This penalty is particularly useful when there are many correlated predictor variables as in the case of miRNAs.
In our models, post-treatment pain intensity alone predicted future pain intensity as well as or better than the post-treatment model built using many more predictor variables.
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