Image de couverture de livre

Bridging Accuracy and Explainability in EEG-based Graph Attention Network for Depression Detection

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Hazra, Soujanya, Ghosh, Sanjay
Format:	Preprint
Publié:	2025
Sujets:	Signal Processing Machine Learning Image and Video Processing Neurons and Cognition
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Selection and Stability of Functional Connectivity Features for Classification of Brain Disorders
par: Saha, Aniruddha, et autres
Publié: (2025)

Augmentation-based Unsupervised Cross-Domain Functional MRI Adaptation for Major Depressive Disorder Identification
par: Ma, Yunling, et autres
Publié: (2024)

Towards Explainable Graph Neural Networks for Neurological Evaluation on EEG Signals
par: Protani, Andrea, et autres
Publié: (2024)

Graph Neural Networks with Transformer Fusion of Brain Connectivity Dynamics and Tabular Data for Forecasting Future Tobacco Use
par: Zhou, Runzhi, et autres
Publié: (2025)

Deconvolving Complex Neuronal Networks into Interpretable Task-Specific Connectomes
par: Wang, Yifan, et autres
Publié: (2024)

ACTION: Augmentation and Computation Toolbox for Brain Network Analysis with Functional MRI
par: Fang, Yuqi, et autres
Publié: (2024)

On The Causal Network Of Face-selective Regions In Human Brain During Movie Watching
par: Bavafa, Ali, et autres
Publié: (2025)

Spectral Introspection Identifies Group Training Dynamics in Deep Neural Networks for Neuroimaging
par: Baker, Bradley T., et autres
Publié: (2024)

Cross-Modality Translation with Generative Adversarial Networks to Unveil Alzheimer's Disease Biomarkers
par: Hassanzadeh, Reihaneh, et autres
Publié: (2024)

Image complexity based fMRI-BOLD visual network categorization across visual datasets using topological descriptors and deep-hybrid learning
par: Bhattacharya, Debanjali, et autres
Publié: (2023)

Fast Two-photon Microscopy by Neuroimaging with Oblong Random Acquisition (NORA)
par: Whang, Esther, et autres
Publié: (2025)

Neural Autoregressive Modeling of Brain Aging
par: Yesiloglu, Ridvan, et autres
Publié: (2025)

Beyond Grid-Locked Voxels: Neural Response Functions for Continuous Brain Encoding
par: Chen, Haomiao, et autres
Publié: (2025)

Towards improving Alzheimer's intervention: a machine learning approach for biomarker detection through combining MEG and MRI pipelines
par: Ahmad, Alwani Liyana, et autres
Publié: (2024)

Looking through the mind's eye via multimodal encoder-decoder networks
par: Afrasiyabi, Arman, et autres
Publié: (2024)

Revealing the Self: Brainwave-Based Human Trait Identification
par: Islam, Md Mirajul, et autres
Publié: (2024)

Classification of Alzheimer's Dementia vs. Healthy subjects by studying structural disparities in fMRI Time-Series of DMN
par: Noble, Sneha, et autres
Publié: (2024)

Learnable Community-Aware Transformer for Brain Connectome Analysis with Token Clustering
par: Yang, Yanting, et autres
Publié: (2024)

Resolving Domain Shift For Representations Of Speech In Non-Invasive Brain Recordings
par: Ridge, Jeremiah, et autres
Publié: (2024)

The shape of the brain's connections is predictive of cognitive performance: an explainable machine learning study
par: Lo, Yui, et autres
Publié: (2024)

MARVEL: MR Fingerprinting with Additional micRoVascular Estimates using bidirectional LSTMs
par: Barrier, Antoine, et autres
Publié: (2024)

Spectral Brain Graph Neural Network for Prediction of Anxiety in Children with Autism Spectrum Disorder
par: Duan, Peiyu, et autres
Publié: (2024)

Time-Resolved EEG Decoding of Semantic Processing Reveals Altered Neural Dynamics in Depression and Suicidality
par: Jeong, Woojae, et autres
Publié: (2025)

Subject-Specific Analysis of Self-Initiated Attention Shifts from EEG with Controlled Internal and External Attention Conditions
par: Zeng, Yuwen, et autres
Publié: (2026)

Shared Attention-based Autoencoder with Hierarchical Fusion-based Graph Convolution Network for sEEG SOZ Identification
par: Yan, Huachao, et autres
Publié: (2024)

A Graph Neural Network based on a Functional Topology Model: Unveiling the Dynamic Mechanisms of Non-Suicidal Self-Injury in Single-Channel EEG
par: Tong, BG
Publié: (2025)

Attention-Based CNN-BiLSTM for Sleep State Classification of Spatiotemporal Wide-Field Calcium Imaging Data
par: Zhang, Xiaohui, et autres
Publié: (2024)

Graph-Based Deep Learning on Stereo EEG for Predicting Seizure Freedom in Epilepsy Patients
par: Agaronyan, Artur, et autres
Publié: (2025)

Signal Processing in the Retina: Interpretable Graph Classifier to Predict Ganglion Cell Responses
par: Parhizkar, Yasaman, et autres
Publié: (2024)

Algebraic Connectivity Reveals Modulated High-Order Functional Networks in Alzheimer's Disease
par: Dolci, Giorgio, et autres
Publié: (2025)

CLEEGN: A Convolutional Neural Network for Plug-and-Play Automatic EEG Reconstruction
par: Lai, Pin-Hua, et autres
Publié: (2022)

Repetitive TMS-based Identification of Methamphetamine-Dependent Individuals Using EEG Spectra
par: Zeng, Ziyi, et autres
Publié: (2025)

Balancing Spectral, Temporal and Spatial Information for EEG-based Alzheimer's Disease Classification
par: Goerttler, Stephan, et autres
Publié: (2024)

Spatial Craving Patterns in Marijuana Users: Insights from fMRI Brain Connectivity Analysis with High-Order Graph Attention Neural Networks
par: Ding, Jun-En, et autres
Publié: (2024)

Adaptive Segmentation of EEG for Machine Learning Applications
par: Zhou, Johnson, et autres
Publié: (2025)

FingerNet: EEG Decoding of A Fine Motor Imagery with Finger-tapping Task Based on A Deep Neural Network
par: Go, Young-Min, et autres
Publié: (2024)

Exploring Deep Learning Models for EEG Neural Decoding
par: Dixen, Laurits, et autres
Publié: (2025)

QuantFormer: Learning to Quantize for Neural Activity Forecasting in Mouse Visual Cortex
par: Calcagno, Salvatore, et autres
Publié: (2024)

SlicerTMS: Real-Time Visualization of Transcranial Magnetic Stimulation for Mental Health Treatment
par: Franke, Loraine, et autres
Publié: (2023)

Large Cognition Model: Towards Pretrained EEG Foundation Model
par: Chen, Chi-Sheng, et autres
Publié: (2025)