Normalized mutual information feature selection for electroencephalogram data based on grassberger entropy estimator. - Xiaowei Zhang 001; Yuan Yao 015; Manman Wang; Jian Shen 004; Lei Feng 005; Bin Hu 001 (BIBM, 2017)

Wearable EEG-Based Real-Time System for Depression Monitoring. - Shengjie Zhao; Qinglin Zhao; Xiaowei Zhang 001; Hong Peng 003; Zhijun Yao; Jian Shen 004; Yuan Yao 015; Hua Jiang; Bin Hu 001 (BI, 2017)

Emotion Recognition Based on Electroencephalogram Using a Multiple Instance Learning Framework. - Xiaowei Zhang 001; Yue Wang; Shengjie Zhao; Jinyong Liu; Jing Pan; Jian Shen 004; Tingzhen Ding (ICIC (2), 2018)

Depression Detection from Electroencephalogram Signals Induced by Affective Auditory Stimuli. - Jian Shen 004; Xiaowei Zhang 001; Junlei Li; Yuanxi Li; Lei Feng 005; Changqing Hu; Zhijie Ding; Gang Wang; Bin Hu 001 (ACII, 2019)

Individual Similarity Guided Transfer Modeling for EEG-based Emotion Recognition. - Xiaowei Zhang 001; Wenbin Liang; Tingzhen Ding; Jing Pan; Jian Shen 004; Xiao Huang 003; Jin Gao (BIBM, 2019)

Multimodal Depression Detection: Fusion of Electroencephalography and Paralinguistic Behaviors Using a Novel Strategy for Classifier Ensemble. - Xiaowei Zhang 001; Jian Shen 004; Zia Ud Din; Jinyong Liu; Gang Wang; Bin Hu 001 (IEEE J. Biomed. Health Informatics, 2019)

Spatial-temporal Joint optimization Network on Covariance Manifolds of Electroencephalography for Fatigue Detection. - Xiaowei Zhang 001; Dawei Lu; Jian Shen 004; Jin Gao; Xiao Huang 003; Manxi Wu (BIBM, 2020)

EEG-based Depression Detection Using Convolutional Neural Network with Demographic Attention Mechanism. - Xiaowei Zhang 001; Junlei Li; Kechen Hou; Bin Hu 001; Jian Shen 004; Jing Pan (EMBC, 2020)

Emotion Recognition From Multimodal Physiological Signals Using a Regularized Deep Fusion of Kernel Machine. - Xiaowei Zhang 001; Jinyong Liu; Jian Shen 004; Shaojie Li; Kechen Hou; Bin Hu 001; Jin Gao; Tong Zhang 015; Bin Hu 001 (IEEE Trans. Cybern., 2021)

Fatigue Detection With Covariance Manifolds of Electroencephalography in Transportation Industry. - Xiaowei Zhang 001; Dawei Lu; Jing Pan; Jian Shen 004; Manxi Wu; Xiping Hu; Bin Hu 001 (IEEE Trans. Ind. Informatics, 2021)

An Optimal Channel Selection for EEG-Based Depression Detection via Kernel-Target Alignment. - Jian Shen 004; Xiaowei Zhang 001; Xiao Huang 003; Manxi Wu; Jin Gao; Dawei Lu; Zhijie Ding; Bin Hu 001 (IEEE J. Biomed. Health Informatics, 2021)

An Improved Empirical Mode Decomposition of Electroencephalogram Signals for Depression Detection. - Jian Shen 004; Xiaowei Zhang 001; Gang Wang; Zhijie Ding; Bin Hu 001 (IEEE Trans. Affect. Comput., 2022)

Fusing of Electroencephalogram and Eye Movement With Group Sparse Canonical Correlation Analysis for Anxiety Detection. - Xiaowei Zhang 001; Jing Pan; Jian Shen 004; Zia Ud Din; Junlei Li; Dawei Lu; Manxi Wu; Bin Hu 001 (IEEE Trans. Affect. Comput., 2022)

Fundamentals of Computational Psychophysiology: Theory and Methodology. - Bin Hu 001; Jian Shen 004; Lixian Zhu; Qunxi Dong; Hanshu Cai; Kun Qian 003 (IEEE Trans. Comput. Soc. Syst., 2022)

Explainable Depression Recognition from EEG Signals via Graph Convolutional Network. - Jian Shen 004; Jiaying Chen; Yu Ma; Zheyu Cao; Yanan Zhang; Bin Hu 001 (BIBM, 2023)

Explainable Stuttering Recognition Using Axial Attention. - Yu Ma; Yuting Huang; Kaixiang Yuan; Guangzhe Xuan; Yongzi Yu; Hengrui Zhong; Rui Li 105; Jian Shen 004; Kun Qian 003; Bin Hu 001; Björn W. Schuller; Yoshiharu Yamamoto (ICIC (3), 2023)

Network representation learning via improved random walk with restart. - Yanan Zhang; Jian Shen 004; Ruisheng Zhang; Zhili Zhao (Knowl. Based Syst., 2023)

Depression Recognition From EEG Signals Using an Adaptive Channel Fusion Method via Improved Focal Loss. - Jian Shen 004; Yanan Zhang; Huajian Liang; Zeguang Zhao; Kexin Zhu; Kun Qian 003; Qunxi Dong; Xiaowei Zhang 001; Bin Hu 001 (IEEE J. Biomed. Health Informatics, 2023)

Correlation Studies of Hippocampal Morphometry and Plasma NFL Levels in Cognitively Unimpaired Subjects. - Qunxi Dong; Zhigang Li; Weijia Liu; Kewei Chen 001; Yi Su 004; Jianfeng Wu; Richard J. Caselli; Eric M. Reiman; Yalin Wang 001; Jian Shen 004 (IEEE Trans. Comput. Soc. Syst., 2023)

A Novel Intelligence Evaluation Framework: Exploring the Psychophysiological Patterns of Gifted Students. - Jian Shen 004; Kexin Zhu; Zeguang Zhao; Huajian Liang; Yu Ma; Kun Qian 003; Yanan Zhang; Qunxi Dong (IEEE Trans. Comput. Soc. Syst., 2024)

Emotion Recognition From Multimodal Physiological Signals via Discriminative Correlation Fusion With a Temporal Alignment Mechanism. - Kechen Hou; Xiaowei Zhang 001; Yikun Yang; Qiqi Zhao; Wenjie Yuan; Zhongyi Zhou; Sipo Zhang; Chen Li 051; Jian Shen 004; Bin Hu 001 (IEEE Trans. Cybern., 2024)

HEMAsNet: A Hemisphere Asymmetry Network Inspired by the Brain for Depression Recognition From Electroencephalogram Signals. - Jian Shen 004; Kunlin Li; Huajian Liang; Zeguang Zhao; Yu Ma; Jinwen Wu; Jieshuo Zhang; Yanan Zhang; Bin Hu 001 (IEEE J. Biomed. Health Informatics, 2024)

Tensor Correlation Fusion for Multimodal Physiological Signal Emotion Recognition. - Jian Shen 004; Kexin Zhu; Huakang Liu; Jinwen Wu; Kang Wang 010; Qunxi Dong (IEEE Trans. Comput. Soc. Syst., 2024)

New Paradigm for Intelligent Mental Health: A Synergistic Framework Integrating Large Language Models and Virtual Standardized Patients. - Yanan Zhang; Chen Xu; Kexin Zhu; Yu Ma; Kang Wang 010; Haoran Gao; Jian Shen 004; Bin Hu 001 (IEEE Trans. Comput. Soc. Syst., 2025)

LLM-as-a-Supervisor: Mistaken Therapeutic Behaviors Trigger Targeted Supervisory Feedback. - Chen Xu; Zhenyu Lv; Tian Lan 003; Xianyang Wang; Luyao Ji; Leyang Cui; Minqiang Yang; Jian Shen 004; Qunxi Dong; Xiuling Liu; Juan Wang; Bin Hu 001 (CoRR, 2025)

MF$^{2}$-Net: Exploring a Meta-Fuzzy Multimodal Fusion Network for Depression Recognition. - Jian Shen 004; Jinwen Wu; Yanan Zhang; Kexin Zhu; Kang Wang 010; Wenbo Hu; Kechen Hou; Kun Qian 003; Xiaowei Zhang 001; Bin Hu 001 (IEEE Trans. Fuzzy Syst., 2025)