International Conference Advancement Data Science, E-learning and Information Systems

Ensemble of XGBoost for Depression Level Classification using EEG Functional Connectivity in Mindfulness Based Cognitive Therapy (MBCT)

International Conference Advancement Data Science, E-learning and Information Systems June 1, 2026 E. Agustin, S. W. Purnami, W. Islamiyah et al.

Depression is a mental health disorder that requires accurate detection and effective treatment. Electroencephalography (EEG) based analysis has emerged as a promising approach for objective depression evaluation. This study leverages selected EEG features using hybrid feature selection approach to train an EoXGBoost model and evaluates its generalization on unlabeled posttest depression data....