Enhancing Robustness of Gradient-Boosted Decision Trees through One-Hot Encoding and Regularization

Shijie Cui, Agus Sudjianto, Aijun Zhang +1

Gradient-boosted decision trees (GBDT) are widely used and highly effective machine learning approach for tabular data modeling. However, their complex structure may lead to low ro…