EEG-Based Emotion Recognition Using Regularized Graph Neural Networks

18 July 2019

Papers citing "EEG-Based Emotion Recognition Using Regularized Graph Neural Networks"

50 / 79 papers shown

Title
Machine-Learning-Powered Neural Interfaces for Smart Prosthetics and Diagnostics MohammadAli Shaeri Jinhan Liu Mahsa Shoaran 12 0 0 05 May 2025
CMCRD: Cross-Modal Contrastive Representation Distillation for Emotion Recognition Siyuan Kan Huanyu Wu Zhenyao Cui Fan Huang Xiaolong Xu Dongrui Wu 29 0 0 12 Apr 2025
LEREL: Lipschitz Continuity-Constrained Emotion Recognition Ensemble Learning For Electroencephalography Shengyu Gong Y. Li Zijian Kang Weiming Zeng Hongjie Yan W. Siok Nizhuan Wang 19 0 0 12 Apr 2025
Decoding Covert Speech from EEG Using a Functional Areas Spatio-Temporal Transformer Muyun Jiang Y. Ding Wei Zhang Kok Ann Colin Teo LaiGuan Fong ... Parasuraman Padmanabhan Victoria Leong Jia Lu Balazs Gulyas Cuntai Guan 16 0 0 02 Apr 2025
EEG2GAIT: A Hierarchical Graph Convolutional Network for EEG-based Gait Decoding Xi Fu Rui Liu Aung Aung Phyo Wai Hannah Pulferer Neethu Robinson Gernot R Müller-Putz Cuntai Guan 19 0 0 02 Apr 2025
A novel Fourier Adjacency Transformer for advanced EEG emotion recognition Jinfeng Wang Yanhao Huang Sifan Song Boqian Wang Jionglong Su Jiaman Ding 40 0 0 28 Feb 2025
An Iterative Bayesian Approach for System Identification based on Linear Gaussian Models Alexandros E. Tzikas Mykel J. Kochenderfer 24 0 0 28 Jan 2025
Exact Fit Attention in Node-Holistic Graph Convolutional Network for Improved EEG-Based Driver Fatigue Detection Meiyan Xu Qingqing Chen Duo Chen Yi Ding Jingyuan Wang Peipei Gu Yijie Pan Deshuang Huang Xun Zhang Jiayang Guo 34 0 0 28 Jan 2025
MVGT: A Multi-view Graph Transformer Based on Spatial Relations for EEG Emotion Recognition Yanjie Cui Xiaohong Liu Jing Liang Yamin Fu 55 1 0 17 Jan 2025
Dynamic-Attention-based EEG State Transition Modeling for Emotion Recognition Xinke Shen Runmin Gan Kaixuan Wang S. M. I. Simon X. Yang Qingzhu Zhang Quanying Liu Dan Zhang Sen Song 21 0 0 07 Nov 2024
LibEER: A Comprehensive Benchmark and Algorithm Library for EEG-based Emotion Recognition Huan Liu Shusen Yang Yuzhe Zhang Mengze Wang Fanyu Gong ... Guanjian Liu Dalin Zhang Yong-Jin Liu Bao-Liang Lu Dalin Zhang 18 0 0 13 Oct 2024
EvoFA: Evolvable Fast Adaptation for EEG Emotion Recognition Ming Jin Danni Zhang Gangming Zhao Changde Du Jinpeng Li TTA 28 0 0 24 Sep 2024
Dual-TSST: A Dual-Branch Temporal-Spectral-Spatial Transformer Model for EEG Decoding Hongqi Li Haodong Zhang Yitong Chen 19 0 0 05 Sep 2024
Emotion-Agent: Unsupervised Deep Reinforcement Learning with Distribution-Prototype Reward for Continuous Emotional EEG Analysis Zhihao Zhou Qile Liu Jiyuan Wang Zhen Liang 21 0 0 22 Aug 2024
EEG-SCMM: Soft Contrastive Masked Modeling for Cross-Corpus EEG-Based Emotion Recognition Qile Liu Weishan Ye Yulu Liu Zhen Liang 33 0 0 17 Aug 2024
A Comprehensive Survey on EEG-Based Emotion Recognition: A Graph-Based Perspective Chenyu Liu Xinliang Zhou Yihao Wu Yi Ding Liming Zhai Kun Wang Ziyu Jia Yang Liu 16 0 0 12 Aug 2024
Multi-Source EEG Emotion Recognition via Dynamic Contrastive Domain Adaptation Yun Xiao Yimeng Zhang Xiaopeng Peng Shuzheng Han Xia Zheng Dingyi Fang Xiaojiang Chen 21 3 0 04 Aug 2024
DuA: Dual Attentive Transformer in Long-Term Continuous EEG Emotion Analysis Yue Pan Qile Liu Qing Liu Li Zhang Gan Huang Xin Chen Fali Li Peng Xu Zhen Liang 42 1 0 30 Jul 2024
EmT: A Novel Transformer for Generalized Cross-subject EEG Emotion Recognition Yi Ding Chengxuan Tong Shuailei Zhang Muyun Jiang Yong Li Kevin Lim Jun Liang Cuntai Guan 11 4 0 26 Jun 2024
Multi-modal Mood Reader: Pre-trained Model Empowers Cross-Subject Emotion Recognition Yihang Dong Xuhang Chen Yanyan Shen Michael Kwok-Po Ng Tao Qian Shuqiang Wang 19 6 0 28 May 2024
Block-As-Domain Adaptation for Workload Prediction from fNIRS Data Jiyang Wang Ayse Altay Senem Velipasalar 18 1 0 30 Apr 2024
Joint Contrastive Learning with Feature Alignment for Cross-Corpus EEG-based Emotion Recognition Qile Liu Zhihao Zhou Jiyuan Wang Zhen Liang 30 1 0 15 Apr 2024
Towards Bi-Hemispheric Emotion Mapping through EEG: A Dual-Stream Neural Network Approach David Freire-Obregón Daniel Hernández-Sosa Oliverio J. Santana J. Lorenzo-Navarro Modesto Castrillón-Santana 21 1 0 06 Apr 2024
Graph Neural Networks in EEG-based Emotion Recognition: A Survey Chenyu Liu Xin-qiu Zhou Yihao Wu Ruizhi Yang Liming Zhai Ziyu Jia Yang Liu Yang Liu AI4TS 28 8 0 02 Feb 2024
Relevance Feedback with Brain Signals Ziyi Ye Xiaohui Xie Qingyao Ai Yiqun Liu Zhihong Wang Weihang Su Min Zhang 30 9 0 09 Dec 2023
Graph Convolutional Network with Connectivity Uncertainty for EEG-based Emotion Recognition Hongxiang Gao Xiangyao Wang Zhenghua Chen Min-man Wu Zhipeng Cai Lulu Zhao Jianqing Li Chengyu Liu 17 9 0 22 Oct 2023
Graph Neural Network-based EEG Classification: A Survey D. Klepl Min Wu F. He 31 21 0 03 Oct 2023
GNN4EEG: A Benchmark and Toolkit for Electroencephalography Classification with Graph Neural Network Kaiyuan Zhang Ziyi Ye Qingyao Ai Xiaohui Xie Y. Liu 25 1 0 27 Sep 2023
Efficient and Explainable Graph Neural Architecture Search via Monte-Carlo Tree Search Yuya Sasaki 25 0 0 30 Aug 2023
Multi-Subdomain Adversarial Network for Cross-Subject EEG-based Emotion Recognition Guang Lin Jianhai Zhang 4 0 0 27 Aug 2023
Semi-Supervised Dual-Stream Self-Attentive Adversarial Graph Contrastive Learning for Cross-Subject EEG-based Emotion Recognition Weishan Ye Zhiguo Zhang Min Zhang Fei Teng Li Zhang Linling Li G. Huang Jianhong Wang Dong Ni Zhen Liang 13 6 0 13 Aug 2023
EEG-based Emotion Style Transfer Network for Cross-dataset Emotion Recognition Yijin Zhou Fu Li Yang Li Youshuo Ji Lijian Zhang Yuanfang Chen Wenming Zheng Guangming Shi 18 4 0 09 Aug 2023
EEG Decoding for Datasets with Heterogenous Electrode Configurations using Transfer Learning Graph Neural Networks Jinpei Han Xia Wei Aldo A. Faisal 16 12 0 20 Jun 2023
A Simple and Scalable Graph Neural Network for Large Directed Graphs Seiji Maekawa Yuya Sasaki Makoto Onizuka GNN 6 0 0 14 Jun 2023
CIT-EmotionNet: CNN Interactive Transformer Network for EEG Emotion Recognition Wei Lu Hua Ma T. Tan 14 4 0 07 May 2023
Adaptive Gated Graph Convolutional Network for Explainable Diagnosis of Alzheimer's Disease using EEG Data D. Klepl F. He M. Wu D. Blackburn P. Sarrigiannis 19 21 0 12 Apr 2023
EEGMatch: Learning with Incomplete Labels for Semi-Supervised EEG-based Cross-Subject Emotion Recognition Rushuang Zhou Weishan Ye Zhiguo Zhang Yanyang Luo Li Zhang Linling Li G. Huang Yining Dong Yuan Zhang Zhen Liang 11 9 0 27 Mar 2023
Partial Label Learning for Emotion Recognition from EEG Guangyi Zhang Ali Etemad 33 2 0 25 Feb 2023
PGCN: Pyramidal Graph Convolutional Network for EEG Emotion Recognition Ming Jin Enwei Zhu Changde Du Huiguang He Jinpeng Li 22 18 0 06 Feb 2023
Unsupervised Time-Aware Sampling Network with Deep Reinforcement Learning for EEG-Based Emotion Recognition Yongtao Zhang Yue Pan Yulin Zhang Linling Li Li Zhang G. Huang Zhen Liang Zhiguo Zhang 23 11 0 14 Dec 2022
Domain Adaptation and Generalization on Functional Medical Images: A Systematic Survey G. Sarafraz Armin Behnamnia Mehran Hosseinzadeh Ali Balapour Amin Meghrazi Hamid R. Rabiee OOD AI4CE 17 5 0 04 Dec 2022
Node-wise Domain Adaptation Based on Transferable Attention for Recognizing Road Rage via EEG Xueqi Gao Chao Xu Yihang Song Jing Hu Jian Xiao Zhaopeng Meng 19 3 0 06 Nov 2022
A Transformer-based deep neural network model for SSVEP classification Jianbo Chen Yangsong Zhang Yudong Pan Peng Xu Cuntai Guan 15 50 0 09 Oct 2022
Husformer: A Multi-Modal Transformer for Multi-Modal Human State Recognition Ruiqi Wang Wonse Jo Dezhong Zhao Weizheng Wang B. Yang Guohua Chen Byung-Cheol Min HAI 11 28 0 30 Sep 2022
A Novel Semi-supervised Meta Learning Method for Subject-transfer Brain-computer Interface Jingcong Li Fei Wang Haiyun Huang Feifei Qi Jiahui Pan 17 30 0 07 Sep 2022
Locally temporal-spatial pattern learning with graph attention mechanism for EEG-based emotion recognition Yiwen Zhu Kaiyu Gan Zhong Yin 8 1 0 19 Aug 2022
Brain Topography Adaptive Network for Satisfaction Modeling in Interactive Information Access System Ziyi Ye Xiaohui Xie Yiqun Liu Zhihong Wang Xuesong Chen M. Zhang Shaoping Ma 11 7 0 17 Aug 2022
Convolutional Spiking Neural Networks for Detecting Anticipatory Brain Potentials Using Electroencephalogram Nathan Lutes Siddhardh Nadendla K. Krishnamurthy 11 5 0 14 Aug 2022
HIRE: Distilling High-order Relational Knowledge From Heterogeneous Graph Neural Networks Jing Liu Tongya Zheng Qinfen Hao 17 7 0 25 Jul 2022
EEG2Vec: Learning Affective EEG Representations via Variational Autoencoders David Bethge Philipp Hallgarten T. Große-Puppendahl Mohamed Kari L. Chuang Ozan Özdenizci Albrecht Schmidt DRL 11 27 0 16 Jul 2022