EEG-Based Multi-Level Mental State Classification Using Partial Directed Coherence and Graph Convolutional Networks: Impact of Binaural Beats on Stress Mitigation

EEG-Based Multi-Level Mental State Classification Using Partial Directed Coherence and Graph Convolutional Networks: Impact of Binaural Beats on Stress Mitigation

This study addresses limitations in EEG-based stress detection research by developing a novel approach to differentiate multiple mental states in different stress baseline population samples. Utilizing EEG signals, graph convolutional neural networks (GCNs), and binaural beats stimulation (BBs), the...

وصف كامل

محفوظ في:
التفاصيل البيبلوغرافية
المؤلف الرئيسي: Badr, Yara (author)
مؤلفون آخرون: Yahya, Fares (author), Khan, Malik Nasir Afzal (author), Ali, Nour Faris (author), Tariq, Usman (author), Almughairbi, Fadwa (author), Babiloni, Fabio (author), Al-Nashash, Hasan (author)
التنسيق: article
منشور في: 2025
الموضوعات:
Mental stress
EEG
Deep learning
GCN
PDC
Binaural beats stimulation
الوصول للمادة أونلاين:https://hdl.handle.net/11073/26084
الوسوم: إضافة وسم
لا توجد وسوم, كن أول من يضع وسما على هذه التسجيلة!

مواد مشابهة

مواد مشابهة