XGboost Model

Define Hyperparamter Search Space

Model Training

Define Objectives (e.g., Accuracy, F1, AUC, Training Complexity)

Define Objectives (e.g., AUC, Training Time, Model Complexity)

Multi-Objective Evolutionary Algorithms (MOEAs)

Pareto Front Hyperparameter Set

Optimal Hyperparameter Set

Comparative Analysis - Dominated Ismimg Dobistance for equitital Mutation - Selection, Crossover & Mutation

Conclusions & Selection of Best Model