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McGinnis et al., (2018). Category Encoders: a scikit-learn-contrib package of transformers for encoding categorical data. Journal of Open Source Software, 3(21), 501, https://doi.org/10.21105/joss.00501
McGinnis et al. (Mon,) studied this question.