Feature Importance Guided Random Forest Learning with Simulated Annealing Based Hyperparameter Tuning

Kowshik Balasubramanian, Andre Williams, Ismail Butun

This paper introduces a novel framework for enhancing Random Forest classifiers by integrating probabilistic feature sampling and hyperparameter tuning via Simulated Annealing. The…