Regularized target encoding outperforms traditional methods in supervised machine learning with high cardinality features

2 code implementations • 1 Apr 2021 • Florian Pargent, Florian Pfisterer, Janek Thomas, Bernd Bischl

Since most machine learning (ML) algorithms are designed for numerical inputs, efficiently encoding categorical variables is a crucial aspect in data analysis.

BIG-bench Machine Learning