Deniz Can Oruc

Compressing tree ensembles through Level-wise Optimization and Pruning

Tree ensembles (e.g., gradient boosting decision trees) are often used in practice because they offer excellent predictive performance while still being easy and efficient to learn. In some contexts, it is important to additionally optimize their size: this is specifically the case when models need…