Interpretable vs Learned Encoders for High-Cardinality Fraud Detection

Xiao Han, Jingjing Liu, Moxuan Zheng +2

A total of seven categorical encoding methods were tested on the IEEE-CIS fraud benchmark dataset (590,540 records, 3.5% positives, 8 high-cardinality columns). The encoders were e…