Peera Liewlom

Boundary of the Maximum Depth Hyperparameters of the Random Forest Leading to the Highest Accuracy Discovered by Single-Tree Techniques

Abstract Random Forest (RF) is a widely used ensemble learning method known for its high classification accuracy. However, optimizing its numerous hyperparameters remains a persistent challenge, particularly the Maximum Depth (MaxDepth) of individual trees. This study examines th...