Towards affective learning with an EEG feedback approach. - Xiaowei Li 005; Bin Hu 001; Tingshao Zhu; Jingzhi Yan; Fang Zheng 004 (MTDL@MM, 2009)

EEG: A Way to Explore Learner's Affect in Pervasive Learning Systems. - JiZheng Wan; Bin Hu 001; Xiaowei Li 005 (GPC, 2010)

Improve Affective Learning with EEG Approach. - Xiaowei Li 005; Qinglin Zhao; Bin Hu 001; Li Liu 001; Hong Peng 003; Yanbing Qi; Chengsheng Mao; Zheng Fang; Quanying Liu (Comput. Informatics, 2010)

Semi-Supervised Learning for Personalized Web Recommender System. - Tingshao Zhu; Bin Hu 001; Jingzhi Yan; Xiaowei Li 005 (Comput. Informatics, 2010)

A Pervasive Stress Monitoring System Based on Biological Signals. - Guoqing Zhao; Bin Hu 001; Xiaowei Li 005; Chengsheng Mao; Rui Huang (IIH-MSP, 2013)

A study on visual attention modeling - A linear regression method based on EEG. - Qunxi Dong; Bin Hu 001; Jianyuan Zhang; Xiaowei Li 005; Martyn Ratcliffe (IJCNN, 2013)

A Study on Attention Allocation of Psychological Distress Students Based on Eye Movement Data Analysis. - Bing Li 018; Bin Hu 001; Xiaowei Li 005; Juan Rao; Manman Wang; Hanshu Cai (HCC, 2014)

A study on EEG-based brain electrical source of mild depressed subjects. - Xiaowei Li 005; Bin Hu 001; Tingting Xu; Ji Shen; Martyn Ratcliffe (Comput. Methods Programs Biomed., 2015)

Mild Depression Detection of College Students: an EEG-Based Solution with Free Viewing Tasks. - Xiaowei Li 005; Bin Hu 001; Ji Shen; Tingting Xu; Martyn Ratcliffe (J. Medical Syst., 2015)

An EEG-based study on coherence and brain networks in mild depression cognitive process. - Xiaowei Li 005; Zhuang Jing; Bin Hu 001; Shuting Sun (BIBM, 2016)

EEG Topography and Tomography (sLORETA) in Analysis of Abnormal Brain Region for Mild Depression. - Xiaowei Li 005; Tong Cao; Bin Hu 001; Shuting Sun; Jianxiu Li (BIH, 2016)

Classification study on eye movement data: Towards a new approach in depression detection. - Xiaowei Li 005; Tong Cao; Shuting Sun; Bin Hu 001; Martyn Ratcliffe (CEC, 2016)

Exploring User Mobile Shopping Activities Based on Characteristic of Eye-Tracking. - Jing Zhu 003; Xue Han; Rong Ma; Xiaowei Li 005; Tong Cao; Shuting Sun; Bin Hu 001 (HCC, 2016)

EEG-based mild depressive detection using feature selection methods and classifiers. - Xiaowei Li 005; Bin Hu 001; Shuting Sun; Hanshu Cai (Comput. Methods Programs Biomed., 2016)

A Resting-State Brain Functional Network Study in MDD Based on Minimum Spanning Tree Analysis and the Hierarchical Clustering. - Xiaowei Li 005; Zhuang Jing; Bin Hu 001; Jing Zhu 003; Ning Zhong 001; Mi Li; Zhijie Ding; Jing Yang; Lan Zhang; Lei Feng 005; Dennis Majoe (Complex., 2017)

Resting State EEG Based Depression Recognition Research Using Deep Learning Method. - Wandeng Mao; Jing Zhu 003; Xiaowei Li 005; Xin Zhang 034; Shuting Sun (BI, 2018)

A Study on Depression Detection Using Eye Tracking. - Shuai Zeng; Junhong Niu; Jing Zhu 003; Xiaowei Li 005 (HCC, 2018)

Attentional bias in MDD: ERP components analysis and classification using a dot-probe task. - Xiaowei Li 005; Jianxiu Li; Bin Hu 001; Jing Zhu 003; Xuemin Zhang; Liuqing Wei; Ning Zhong 001; Mi Li; Zhijie Ding; Jing Yang; Lan Zhang (Comput. Methods Programs Biomed., 2018)

Facial expression awareness based on multi-scale permutation entropy of EEG. - Xiaofeng Liu; Bin Hu 001; Xiangwei Zheng 001; Xiaowei Li 005 (Int. J. Data Min. Bioinform., 2018)

Attention Recognition in EEG-Based Affective Learning Research Using CFS+KNN Algorithm. - Bin Hu 001; Xiaowei Li 005; Shuting Sun; Martyn Ratcliffe (IEEE ACM Trans. Comput. Biol. Bioinform., 2018)

Toward Depression Recognition Using EEG and Eye Tracking: An Ensemble Classification Model CBEM. - Jing Zhu 003; Zihan Wang; Shuai Zeng; Xiaowei Li 005; Bin Hu 001; Xin Zhang 034; Chen Xia; Lan Zhang; Zhijie Ding (BIBM, 2019)

Modelling Mental States via Computational Psychophysiology: Benefits and Challenges. - Weihao Zheng; Hanshu Cai; Zhijun Yao; Xiaowei Zhang 001; Xiaowei Li 005; Bin Hu 001 (HCC, 2019)

EEG-Based Mild Depressive Detection Using Differential Evolution. - Yalin Li; Bin Hu 001; Xiangwei Zheng 001; Xiaowei Li 005 (IEEE Access, 2019)

Multivariate Pattern Analysis of EEG-Based Functional Connectivity: A Study on the Identification of Depression. - Hong Peng 003; Chen Xia; Zihan Wang; Jing Zhu 003; Xin Zhang 034; Shuting Sun; Jianxiu Li; Xiaoning Huo; Xiaowei Li 005 (IEEE Access, 2019)

Depression recognition using machine learning methods with different feature generation strategies. - Xiaowei Li 005; Xin Zhang 034; Jing Zhu 003; Wandeng Mao; Shuting Sun; Zihan Wang; Chen Xia; Bin Hu 001 (Artif. Intell. Medicine, 2019)

EEG-based mild depression recognition using convolutional neural network. - Xiaowei Li 005; Rong La; Ying Wang 020; Junhong Niu; Shuai Zeng; Shuting Sun; Jing Zhu 003 (Medical Biol. Eng. Comput., 2019)

EEG-based mild depression recognition using multi-kernel convolutional and spatial-temporal Feature. - Yongheng Fan; Ruilan Yu; Jianxiu Li; Jing Zhu 003; Xiaowei Li 005 (BIBM, 2020)

EEG Based Depression Recognition by Combining Functional Brain Network and Traditional Biomarkers. - Shuting Sun; Huayu Chen; Xuexiao Shao; Liangliang Liu; Xiaowei Li 005; Bin Hu 001 (BIBM, 2020)

A functional network study of patients with mild depression based on source location. - Yun Zhang; Tao Gong; Shuting Sun; Jianxiu Li; Jing Zhu 003; Xiaowei Li 005 (BIBM, 2020)

Attention Bias in Emotional Conflict in Major Depression Disorder: An Eye Tracking Study. - Jing Zhu 003; Tao Gong; Zihan Wang; Chen Xia; Zhijie Ding; Xiaowei Li 005 (HealthCom, 2020)

MODMA dataset: a Multi-model Open Dataset for Mental-disorder Analysis. - Hanshu Cai; Yiwen Gao 006; Shuting Sun; Na Li; Fuze Tian; Han Xiao; Jianxiu Li; Zhengwu Yang; Xiaowei Li 005; Qinglin Zhao; Zhenyu Liu 006; Zhijun Yao; et al. (CoRR, 2020)

A study of resting-state EEG biomarkers for depression recognition. - Shuting Sun; Jianxiu Li; Huayu Chen; Tao Gong; Xiaowei Li 005; Bin Hu 001 (CoRR, 2020)

Hybrid fusion model based on DBN and secondary classifier: Multimodal mild depression recognition using EEG and eye movement. - Jing Zhu 003; Xiannian Xie; Changlin Yang; Shiqing Wei; Xiaowei Li 005; Bin Hu 001 (BIBM, 2022)

EEG based depression recognition using improved graph convolutional neural network. - Jing Zhu 003; Changting Jiang; Junhao Chen; Xiangbin Lin; Ruilan Yu; Xiaowei Li 005; Bin Hu 001 (Comput. Biol. Medicine, 2022)

Content-based multiple evidence fusion on EEG and eye movements for mild depression recognition. - Jing Zhu 003; Shiqing Wei; Xiannian Xie; Changlin Yang; Yizhou Li; Xiaowei Li 005; Bin Hu 001 (Comput. Methods Programs Biomed., 2022)

Weight-based Channel-model Matrix Framework: a reasonable solution for EEG-based cross-dataset emotion recognition. - Huayu Chen; Huanhuan He; Shuting Sun; Jianxiu Li; Xuexiao Shao; Junxiang Li; Xiaowei Li 005; Bin Hu 001 (CoRR, 2022)

Attention Fusion and Abnormal Brain Topology Neural Network for Mild Depression Recognition. - Liangliang Liu; Jing Zhu 003; Shuting Sun; Xiaowei Li 005; Guanru Wang; Bin Hu 001 (BIBM, 2023)

EEG-Based Depression Recognition Using Convolutional Neural Network with FFT and EMD. - Jing Zhu 003; Xiaowei Li 005; Pengfei Hou; Bin Hu 001; Xin Zhang 034 (BIBM, 2023)

Personal-Zscore: Eliminating Individual Difference for EEG-Based Cross-Subject Emotion Recognition. - Huayu Chen; Shuting Sun; Jianxiu Li; Ruilan Yu; Nan Li; Xiaowei Li 005; Bin Hu 001 (IEEE Trans. Affect. Comput., 2023)

Effective Connectivity Based EEG Revealing the Inhibitory Deficits for Distracting Stimuli in Major Depression Disorders. - Jianxiu Li; Yanrong Hao; Wei Zhang 031; Xiaowei Li 005; Bin Hu 001 (IEEE Trans. Affect. Comput., 2023)

Altered Brain Dynamics and Their Ability for Major Depression Detection Using EEG Microstates Analysis. - Jianxiu Li; Nan Li; Xuexiao Shao; Junhao Chen; Yanrong Hao; Xiaowei Li 005; Bin Hu 001 (IEEE Trans. Affect. Comput., 2023)

Mutual Information Based Fusion Model (MIBFM): Mild Depression Recognition Using EEG and Pupil Area Signals. - Jing Zhu 003; Changlin Yang; Xiannian Xie; Shiqing Wei; Yizhou Li; Xiaowei Li 005; Bin Hu 001 (IEEE Trans. Affect. Comput., 2023)

Aberrant Static and Dynamic Functional Brain Network in Depression Based on EEG Source Localization. - Xiangbin Lin; Weizhuang Kong; Jianxiu Li; Xuexiao Shao; Changting Jiang; Ruilan Yu; Xiaowei Li 005; Bin Hu 001 (IEEE ACM Trans. Comput. Biol. Bioinform., 2023)

Clustering-Fusion Feature Selection Method in Identifying Major Depressive Disorder Based on Resting State EEG Signals. - Shuting Sun; Huayu Chen; Gang Luo; Chang Yan; Qunxi Dong; Xuexiao Shao; Xiaowei Li 005; Bin Hu 001 (IEEE J. Biomed. Health Informatics, 2023)

A hybrid SVM and kernel function-based sparse representation classification for automated epilepsy detection in EEG signals. - Quanhong Wang; Weizhuang Kong; Jitao Zhong; Zhengyang Shan; Juan Wang; Xiaowei Li 005; Hong Peng 003; Bin Hu 001 (Neurocomputing, 2023)

Nitrous oxide therapy-induced changes in brain modules of treatment-resistant depression: a randomized controlled study. - Na Li; Ziyi Wang; Jun Huang 002; Shuting Sun; Jing Zhu 003; Xiaowei Li 005; Bin Hu 001 (BIBM, 2024)

Achieving EEG-based depression recognition using Decentralized-Centralized structure. - Xuexiao Shao; Ming Ying; Jing Zhu 003; Xiaowei Li 005; Bin Hu 001 (Biomed. Signal Process. Control., 2024)

A Study of Major Depressive Disorder Based on Resting-State Multilayer EEG Function Network. - Shuting Sun; Shanshan Qu; Chang Yan; Gang Luo; Xuesong Liu; Qunxi Dong; Xiaowei Li 005 (IEEE Trans. Comput. Soc. Syst., 2024)

A lightweight convolutional transformer neural network for EEG-based depression recognition. - Pengfei Hou; Xiaowei Li 005; Jing Zhu 003; Bin Hu 001 (Biomed. Signal Process. Control., 2025)

A generalized depression recognition framework based on cross-center and cross-task EEG signals. - Xuesong Liu; Shanshan Qu; Gang Luo; Chang Yan; Dixin Wang; Na Chu; Fuze Tian; Jing Zhu 003; Xiaowei Li 005; Shuting Sun; Bin Hu 001 (Biomed. Signal Process. Control., 2025)

Improving depression diagnosis using a brain module-based weighted hypergraph convolutional network framework. - Na Li; Ziyi Wang; Zhenwen Zhang; Jun Huang 002; Jing Zhu 003; Xiaowei Li 005; Bin Hu 001 (Neurocomputing, 2025)

Depression recognition using high-order generalized multilayer brain functional network fused with EEG multi-domain information. - Shanshan Qu; Dixin Wang; Chang Yan; Na Chu; Zhigang Li; Gang Luo; Huayu Chen; Xuesong Liu; Xuan Zhang; Qunxi Dong; Xiaowei Li 005; Shuting Sun; et al. (Inf. Fusion, 2025)

VAE-CapsNet: A common emotion information extractor for cross-subject emotion recognition. - Huayu Chen; Junxiang Li; Huanhuan He; Shuting Sun; Jing Zhu 003; Xiaowei Li 005; Bin Hu 001 (Knowl. Based Syst., 2025)

GCD-JFSE: Graph-based class-domain knowledge joint feature selection and ensemble learning for EEG-based emotion recognition. - Gang Luo; Yutong Han; Weichu Xie; Fuze Tian; Lixian Zhu; Kun Qian 003; Xiaowei Li 005; Shuting Sun; Bin Hu 001 (Knowl. Based Syst., 2025)

IMGWOFS: A Feature Selector With Trade-Off Between Conflict Objectives for EEG-Based Emotion Recognition. - Gang Luo; Shuting Sun; Chang Yan; Shanshan Qu; Dixin Wang; Na Chu; Xuesong Liu; Fuze Tian; Kun Qian 003; Xiaowei Li 005; Bin Hu 001 (IEEE Trans. Affect. Comput., 2025)

Toward the Construction of Affective Brain-Computer Interface: A Systematic Review. - Huayu Chen; Junxiang Li; Huanhuan He; Jing Zhu 003; Shuting Sun; Xiaowei Li 005; Bin Hu 001 (ACM Comput. Surv., 2025)

Transformer-based fusion model for mild depression recognition with EEG and pupil area signals. - Jing Zhu 003; Yuanlong Li; Changlin Yang; Hanshu Cai; Xiaowei Li 005; Bin Hu 001 (Medical Biol. Eng. Comput., 2025)