Copertina

Emotion Classification from Multi-Channel EEG Signals Using HiSTN: A Hierarchical Graph-based Spatial-Temporal Approach

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Kuang, Dongyang, Song, Xinyue, Michoski, Craig
Natura:	Preprint
Pubblicazione:	2024
Soggetti:	Signal Processing Computer Vision and Pattern Recognition Machine Learning
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Commuting Distance Regularization for Timescale-Dependent Label Inconsistency in EEG Emotion Recognition
di: Zeng, Xiaocong, et al.
Pubblicazione: (2025)

KAM -- a Kernel Attention Module for Emotion Classification with EEG Data
di: Kuang, Dongyang, et al.
Pubblicazione: (2022)

Classification of ADHD and Healthy Children Using EEG Based Multi-Band Spatial Features Enhancement
di: Hossain, Md Bayazid, et al.
Pubblicazione: (2025)

Three-Way Emotion Classification of EEG-based Signals using Machine Learning
di: Purwar, Ashna, et al.
Pubblicazione: (2026)

Signal2Image Modules in Deep Neural Networks for EEG Classification
di: Bizopoulos, Paschalis, et al.
Pubblicazione: (2019)

Leveraging Vision Transformers for Enhanced Classification of Emotions using ECG Signals
di: Indrasiri, Pubudu L., et al.
Pubblicazione: (2025)

Balancing Spectral, Temporal and Spatial Information for EEG-based Alzheimer's Disease Classification
di: Goerttler, Stephan, et al.
Pubblicazione: (2024)

Multi-Channel Multi-Domain based Knowledge Distillation Algorithm for Sleep Staging with Single-Channel EEG
di: Zhang, Chao, et al.
Pubblicazione: (2024)

Hyperdimensional Computing for ADHD Classification using EEG Signals
di: Colonnese, Federica, et al.
Pubblicazione: (2025)

Graph Guided Modulo Recovery of EEG Signals
di: Hazra, Soujanya, et al.
Pubblicazione: (2025)

Support Vector Machine for Person Classification Using the EEG Signals
di: Venkataswamy, Naveenkumar G, et al.
Pubblicazione: (2024)

A Combined Channel Approach for Decoding Intracranial EEG Signals: Enhancing Accuracy through Spatial Information Integration
di: Memar, Maryam Ostadsharif, et al.
Pubblicazione: (2024)

Cascaded Self-supervised Learning for Subject-independent EEG-based Emotion Recognition
di: Wang, Hanqi, et al.
Pubblicazione: (2024)

Optimized Feature Selection and Neural Network-Based Classification of Motor Imagery Using EEG Signals
di: Dip, Muhammad Sudipto Siam, et al.
Pubblicazione: (2025)

MMOC: Self-Supervised EEG Emotion Recognition Framework with Multi-Model Online Collaboration
di: Wang, Hanqi, et al.
Pubblicazione: (2025)

Graph Neural Networks in EEG-based Emotion Recognition: A Survey
di: Liu, Chenyu, et al.
Pubblicazione: (2024)

EEG2GAIT: A Hierarchical Graph Convolutional Network for EEG-based Gait Decoding
di: Fu, Xi, et al.
Pubblicazione: (2025)

MSGM: A Multi-Scale Spatiotemporal Graph Mamba for EEG Emotion Recognition
di: Liu, Hanwen, et al.
Pubblicazione: (2025)

MVGT: A Multi-view Graph Transformer Based on Spatial Relations for EEG Emotion Recognition
di: Cui, Yanjie, et al.
Pubblicazione: (2024)

EEG_GLT-Net: Optimising EEG Graphs for Real-time Motor Imagery Signals Classification
di: Aung, Htoo Wai, et al.
Pubblicazione: (2024)

Multi-classification of High-Frequency Oscillations Using iEEG Signals and Deep Learning Models
di: Sadek, Zayneb, et al.
Pubblicazione: (2024)

A Spatio-Temporal Feature Fusion EEG Virtual Channel Signal Generation Network and Its Application in Anxiety Assessment
di: Yuan, Shangqing, et al.
Pubblicazione: (2025)

Spatial-Temporal Transformer with Curriculum Learning for EEG-Based Emotion Recognition
di: Lin, Xuetao, et al.
Pubblicazione: (2025)

Flexible and Explainable Graph Analysis for EEG-based Alzheimer's Disease Classification
di: Wang, Jing, et al.
Pubblicazione: (2025)

ChineseEEG-2: An EEG Dataset for Multimodal Semantic Alignment and Neural Decoding during Reading and Listening
di: Chen, Sitong, et al.
Pubblicazione: (2025)

Automatic Classification of Sleep Stages from EEG Signals Using Riemannian Metrics and Transformer Networks
di: Seraphim, Mathieu, et al.
Pubblicazione: (2024)

Verifying the Smoothness of Graph Signals: A Graph Signal Processing Approach
di: Dabush, Lital, et al.
Pubblicazione: (2023)

HiSAC: High-Resolution Sensing with Multiband Communication Signals
di: Pegoraro, Jacopo, et al.
Pubblicazione: (2024)

Handwriting Imagery EEG Classification based on Convolutional Neural Networks
di: Yang, Hao, et al.
Pubblicazione: (2025)

Complex Emotion Recognition System using basic emotions via Facial Expression, EEG, and ECG Signals: a review
di: Joloudari, Javad Hassannataj, et al.
Pubblicazione: (2024)

Biaxialformer: Leveraging Channel Independence and Inter-Channel Correlations in EEG Signal Decoding for Predicting Neurological Outcomes
di: Nesaragi, Naimahmed, et al.
Pubblicazione: (2025)

Improving EEG Signal Classification Accuracy Using Wasserstein Generative Adversarial Networks
di: Park, Joshua, et al.
Pubblicazione: (2024)

Blind Graph Matching Using Graph Signals
di: Liu, Hang, et al.
Pubblicazione: (2023)

Hierarchical Attention Network for Interpretable ECG-based Heart Disease Classification
di: Rodriguez, Mario Padilla, et al.
Pubblicazione: (2025)

Adaptive Progressive Attention Graph Neural Network for EEG Emotion Recognition
di: Feng, Tianzhi, et al.
Pubblicazione: (2025)

NeuroLingua: A Language-Inspired Hierarchical Framework for Multimodal Sleep Stage Classification Using EEG and EOG
di: Samaee, Mahdi, et al.
Pubblicazione: (2025)

Wavelet-based Autoencoder and EfficientNet for Schizophrenia Detection from EEG Signals
di: M, Umesh Kumar Naik, et al.
Pubblicazione: (2024)

Heart Rate Classification in ECG Signals Using Machine Learning and Deep Learning
di: Vo, Thien Nhan
Pubblicazione: (2025)

Subject-Adaptive Transfer Learning Using Resting State EEG Signals for Cross-Subject EEG Motor Imagery Classification
di: An, Sion, et al.
Pubblicazione: (2024)

A Multi-Modal Spatial Risk Framework for EV Charging Infrastructure Using Remote Sensing
di: Karakuş, Oktay, et al.
Pubblicazione: (2025)