Concept drift refers to the change in the data distribution or in the relationships between variables over time. 'drifter' calculates distances between variable distributions or variable relations and identifies both types of drift. Key functions are: calculate_covariate_drift() checks distance between corresponding variables in two datasets, calculate_residuals_drift() checks distance between residual distributions for two models, calculate_model_drift() checks distance between partial dependency profiles for two models, check_drift() executes all checks against drift. 'drifter' is a part of the 'DrWhy.AI' universe (Biecek 2018) <arXiv:1806.08915>.
Package details 


Author  Przemyslaw Biecek [aut, cre] 
Maintainer  Przemyslaw Biecek <[email protected]> 
License  GPL 
Version  0.2.1 
URL  https://ModelOriented.github.io/drifter/ 
Package repository  View on CRAN 
Installation 
Install the latest version of this package by entering the following in R:

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