Accelerated Componentwise Gradient Boosting using Efficient Data Representation and Momentum-based Optimization

Daniel Schalk, Bernd Bischl, David Rügamer

Componentwise boosting (CWB), also known as model-based boosting, is a variant of gradient boosting that builds on additive models as base learners to ensure interpretability. CWB…