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predictive-modelling

Various useful functions for predictive modelling in R.

This respository is centred around performNestedCVParallel(), which fits and evaluates a chosen machine learning model to the input data via a nested k-fold cross-validation process. The additional functions are designed to manipulate the output of this function. For more information on the nested CV process, see Wilkes et al. (2018) Clin Chem.

ClinChem_2020-317479_Supplemental_Analysis_Guide.R provides a walkthrough of the functions on example data.