Sparse-Group Boosting with Balanced Selection Frequencies: A Simulation-Based Approach and R Implementation

Fabian Obster, Christian Heumann

This paper introduces a novel framework for reducing variable selection bias by balancing selection frequencies of base-learners in boosting and introduces the sgboost package in R…