Research Paper

Discover my research projects, highlighting key insights and academic contributions.

Research Paper ICCSCI | 2024

The research paper "Application of Machine Learning Algorithms to Electroencephalography Data for the Prediction of Major Psychiatric Disorders," submitted to ICCSCI 2024, investigates using ML algorithms to diagnose MPD with EEG data. Methods like logistic regression, SVM, RF, XGBoost, LGBM, and CatBoost were tested. LGBM achieved 94% accuracy, and combining LGBM with CatBoost reached 96%. The study shows the potential of ML and EEG integration to enhance MPD diagnosis accuracy and improve psychiatric diagnostics and treatment outcomes.