Can I read SnapBoost: Enhanced Heterogeneous Boosting on EtoBox?

SnapBoost: Enhanced Heterogeneous Boosting by thomasguehl01 is a document available to read on EtoBox.

What is SnapBoost: Enhanced Heterogeneous Boosting about?

The document presents SnapBoost, a Heterogeneous Newton Boosting Machine (HNBM) that allows for variable base hypothesis classes at each boosting iteration, enhancing generalization without significantly increasing training complexity. It derives a global linear convergence rate and demonstrates that SnapBoost outperforms existing frameworks like XGBoost and LightGBM in terms of generalization loss through experimental results. The work emphasizes the importance of random selection among different subclasse

Author

thomasguehl01

Language

EN