张杨松｜西南科技大学｜学者主页

2026

Fine-Grained Upper Limb Force Control Relies on Distributed Functional Connectivity During Motor Planning: A Scalp EEG Study

Chunli Chen, Jiaxin Zhao, Xiabing Zhang, Bin Lu, Dezhong Yao, Jing Lu, Yangsong Zhang, Peng Xu, Xuntai Ma, Fali Li

IEEE Transactions on Neural Systems and Rehabilitation Engineering

DOI

2026

SpikeTFNet: A Hybrid Spiking Temporal-Spectral Fusion Network for Cross-Subject SSVEP Decoding

Chunfang Qi, Xinrui Bian, Jinghao Li, Fali Li, Peng Xu, Yangsong Zhang

IEEE Journal of Biomedical and Health Informatics

DOI

2025

基于联邦学习的稳态视觉诱发电位频率识别算法研究

李金飞，陈健博，张杨松，徐鹏

《中国生物医学工程学报》

2025

Emotion Recognition by Learning the Manifold of Fused Multiscale Information of EEG Signals

Cunbo Li, Shuhan Zhang, Yufeng Mu, Lei Yang, Yueheng Peng, Fali Li, Yangsong Zhang, Zhen Liang, Zehong Cao, Feng Wan, Dezhong Yao, Peiyang Li, Peng Xu

IEEE Transactions on Affective Computing

DOI

2025

Resting-state EEG network variability predicts individual working memory behavior

Chunli Chen, Shiyun Xu, Jixuan Zhou, Chanlin Yi, Liang Yu, Dezhong Yao, Yangsong Zhang, Fali Li, Peng Xu

NeuroImage

DOI

2025

Multi-Site rs-fMRI Domain Alignment for Autism Spectrum Disorder Auxiliary Diagnosis Based on Hyperbolic Space

Yiqian Luo, Qiurong Chen, Fali Li, Peng Xu, Yangsong Zhang

IEEE Journal of Biomedical and Health Informatics

DOI

2025

Real-time fine finger motion decoding for transradial amputees with surface electromyography

Zihan Weng, Xiao Fang Yang, Peiyang Li, Chanlin Yi, Pouya Bashivan, Hailin Ma, Guang Yao, Yuan Lin, Fali Li, Dezhong Yao, Jingming Hou, Yangsong Zhang, Peng Xu

Neural Networks

DOI

2025

Hierarchical feature extraction on functional brain networks for autism spectrum disorder identification with resting-state fMRI data

Yiqian Luo, Qiurong Chen, Fali Li, Yi Liang, Peng Xu, Yangsong Zhang

Neural Networks

DOI

2025

MDD-SSTNet: detecting major depressive disorder by exploring spectral-spatial-temporal information on resting-state electroencephalography data based on deep neural network

Qiurong Chen, Min Xia, Jinfei Li, Yiqian Luo, Xiuzhu Wang, Fali Li, Yi Liang, Yangsong Zhang

Cerebral Cortex

DOI

2025

A survey of motor rehabilitation for hemiplegic upper limbs based on the brain–apparatus interaction

Yangsong Zhang, Xinrui Bian, Fali Li, Yufeng Tang, Ting Zeng, Jing Zhao, Dezhong Yao, Peng Xu

Intelligent Sports and Health

DOI

2024

Short-length SSVEP data extension by a novel generative adversarial networks based framework

Yudong Pan, Ning Li, Yangsong Zhang, Peng Xu, Dezhong Yao

Cognitive Neurodynamics

DOI

2023

Discrimination of auditory verbal hallucination in schizophrenia based on EEG brain networks

Jiuju Wang, Wentian Dong, Yuqin Li, Taeko Nakayama Wydell, Wenxiang Quan, Ju Tian, Yanping Song, Lin Jiang, Fali Li, Chanlin Yi, Yangsong Zhang, Dezhong Yao, Peng Xu

Psychiatry Research Neuroimaging

DOI

2023

Effective Emotion Recognition by Learning Discriminative Graph Topologies in EEG Brain Networks

Cunbo Li, Peiyang Li, Yangsong Zhang, Ning Li, Yajing Si, Fali Li, Zehong Cao, Huafu Chen, Badong Chen, Dezhong Yao, Peng Xu

IEEE Transactions on Neural Networks and Learning Systems

DOI

2023

An End-to-End Deep Learning Model for EEG-Based Major Depressive Disorder Classification

Min Xia, Yangsong Zhang, Yihan Wu, Xiuzhu Wang

IEEE Access

DOI

2023

Improving AR-SSVEP Recognition Accuracy Under High Ambient Brightness Through Iterative Learning

Rui Zhang, Lijun Cao, Zongxin Xu, Yangsong Zhang, Lipeng Zhang, Yuxia Hu, Mingming Chen, Dezhong Yao

IEEE Transactions on Neural Systems and Rehabilitation Engineering

DOI

2023

Schizophrenia Detection Based on EEG Using Recurrent Auto-encoder Framework

Yihan Wu, Min Xia, Xiuzhu Wang, Yangsong Zhang

Lecture notes in computer science

DOI

2023

Aided Diagnosis of Autism Spectrum Disorder Based on a Mixed Neural Network Model

Yiqian Luo, Ning Li, Yudong Pan, Wei Qiu, Lianjin Xiong, Yangsong Zhang

Communications in computer and information science

DOI

2023

SSVEP Data Augmentation Based on Filter Band Masking and Random Phase Erasing

Yudong Pan, Ning Li, Lianjin Xiong, Yiqian Luo, Yangsong Zhang

Communications in computer and information science

DOI

2023

A transformer-based deep neural network model for SSVEP classification

Jianbo Chen, Yangsong Zhang, Yudong Pan, Peng Xu, Cuntai Guan

Neural Networks

DOI

2023

Recognition of autism spectrum disorder in children based on electroencephalogram network topology

Fali Li, Shu Zhang, Lin Jiang, Keyi Duan, Rui Feng, Yingli Zhang, Gao Zhang, Yangsong Zhang, Peiyang Li, Dezhong Yao, Jiang Xie, Wenming Xu, Peng Xu

Cognitive Neurodynamics

DOI

2023

A survey of deep learning-based classification methods for steady-state visual evoked potentials

Yudong Pan, Jianbo Chen, Yangsong Zhang

Brain-Apparatus Communication A Journal of Bacomics

DOI

2022

稳态视觉诱发电位频率识别算法研究进展

张杨松，夏敏，陈科，徐鹏，尧德中

《生物医学工程学杂志》

2022

DSNet: EEG-Based Spatial Convolutional Neural Network for Detecting Major Depressive Disorder

Min Xia, Yihan Wu, Daqing Guo, Yangsong Zhang

Communications in computer and information science

DOI

2022

An efficient CNN-LSTM network with spectral normalization and label smoothing technologies for SSVEP frequency recognition

Yudong Pan, Jianbo Chen, Yangsong Zhang, Yu Zhang

Journal of Neural Engineering

DOI

2022

Simultaneously exploring multi-scale and asymmetric EEG features for emotion recognition

Yihan Wu, Min Xia, Li Nie, Yangsong Zhang, Fan An-dong

Computers in Biology and Medicine

DOI

2022

Recognition of the Multi-class Schizophrenia Based on the Resting-State EEG Network Topology

Fali Li, Lin Jiang, Yuanyuan Liao, Cunbo Li, Qi Zhang, Shu Zhang, Yangsong Zhang, Kang Li, Rong Li, Dezhong Yao, Gang Yin, Peng Xu, Jing Dai

Brain Topography

DOI

2022

L1-norm based time-varying brain neural network and its application to dynamic analysis for motor imagery

Peiyang Li, Cunbo Li, Joyce Chelangat Bore, Yajing Si, Fali Li, Zehong Cao, Yangsong Zhang, Gang Wang, Zhijun Zhang, Dezhong Yao, Peng Xu

Journal of Neural Engineering

DOI

2022

Predicting the Symptom Severity in Autism Spectrum Disorder Based on EEG Metrics

Yangsong Zhang, Shu Zhang, Baodan Chen, Lin Jiang, Yuqin Li, Li Dong, Rui Feng, Dezhong Yao, Fali Li, Peng Xu

IEEE Transactions on Neural Systems and Rehabilitation Engineering

DOI

2022

Corrections to “Identification of the General Anesthesia Induced Loss of Consciousness by Cross Fuzzy Entropy-Based Brain Network”

Fali Li, Yuqin Li, Hui Zheng, Lin Jiang, Dongrui Gao, Cunbo Li, Yueheng Peng, Zehong Cao, Yangsong Zhang, Dezhong Yao, Tao Xu, Ti‐Fei Yuan, Peng Xu

IEEE Transactions on Neural Systems and Rehabilitation Engineering

DOI

2022

From psychosomatic medicine, brain–computer interface to brain–apparatus communication

Dezhong Yao, Yun Fei Qin, Yangsong Zhang

Brain-Apparatus Communication A Journal of Bacomics

DOI

2022

Correction to: Bacomics: a comprehensive cross area originating in the studies of various brain–apparatus conversations

Dezhong Yao, Yangsong Zhang, Tiejun Liu, Peng Xu, Diankun Gong, Jing Lu, Yang Xia, Cheng Luo, Daqing Guo, Dong Li, Yongxiu Lai, Ke Gong Chen, Jianfu Li

Cognitive Neurodynamics

DOI

2022

[Progresses and prospects on frequency recognition methods for steady-state visual evoked potential].

Yangsong Zhang, Min Xia, Ke Gong Chen, Peng Xu, Dezhong Yao

PubMed

DOI

2021

Recognition of general anesthesia-induced loss of consciousness based on the spatial pattern of the brain networks

Yuqin Li, Fali Li, Hui Zheng, Lin Jiang, Yueheng Peng, Yangsong Zhang, Dezhong Yao, Tao Xu, Tifei Yuan, Peng Xu

Journal of Neural Engineering

DOI

2021

Brain variability in dynamic resting-state networks identified by fuzzy entropy: a scalp EEG study

Fali Li, Lin Jiang, Yuanyuan Liao, Yajing Si, Chanlin Yi, Yangsong Zhang, Xianjun Zhu, Zhenglin Yang, Dezhong Yao, Zehong Cao, Peng Xu

Journal of Neural Engineering

DOI

2021

Identification of the General Anesthesia Induced Loss of Consciousness by Cross Fuzzy Entropy-Based Brain Network

Fali Li, Yuqin Li, Hui Zheng, Lin Jiang, Dongrui Gao, Cunbo Li, Yueheng Peng, Zehong Cao, Yangsong Zhang, Dezhong Yao, Tao Xu, Ti‐Fei Yuan, Peng Xu

IEEE Transactions on Neural Systems and Rehabilitation Engineering

DOI

2021

Deep Learning Models with Time Delay Embedding for EEG-Based Attentive State Classification

Huan Jie Cai, Min Xia, Li Nie, Yihan Wu, Yangsong Zhang

Communications in computer and information science

DOI

2021

An end-to-end 3D convolutional neural network for decoding attentive mental state

Yangsong Zhang, Huan Jie Cai, Li Nie, Peng Xu, Sirui Zhao, Cuntai Guan

Neural Networks

DOI

2021

Computational exploration of dynamic mechanisms of steady state visual evoked potentials at the whole brain level

Ge Zhang, Yan Cui, Yangsong Zhang, Hefei Cao, Guanyu Zhou, Haifeng Shu, Dezhong Yao, Yang Xia, Ke Chen, Daqing Guo

NeuroImage

DOI

2021

The Detection of Attentive Mental State Using a Mixed Neural Network Model

Huan Jie Cai, Jialiang Tang, Yihan Wu, Min Xia, Gang He, Yangsong Zhang

IEEE International Symposium on Circuits and Systems proceedings

DOI

2021

An End-to-End Hemisphere Discrepancy Network for Subject-Independent Motor Imagery Classification

Li Nie, Huan Jie Cai, Yihan Wu, Yangsong Zhang

Lecture notes in computer science

DOI

2020

脑电磁成像进展及展望

张杨松，卓彦，尧德中

《中国科学:生命科学》

2020

Bacomics: a comprehensive cross area originating in the studies of various brain–apparatus conversations

Dezhong Yao, Yangsong Zhang, Tiejun Liu, Peng Xu, Diankun Gong, Jing Lu, Yang Xia, Cheng Luo, Daqing Guo, Li Dong, Yongxiu Lai, Ke Gong Chen, Jianfu Li

Cognitive Neurodynamics

DOI

2020

Robust brain causality network construction based on Bayesian multivariate autoregression

Peiyang Li, Xiaoye Huang, Xuyang Zhu, Cunbo Li, Huan Liu, Weiwei Zhou, Joyce Chelangat Bore, Tao Zhang, Yangsong Zhang, Dezhong Yao, Peng Xu

Biomedical Signal Processing and Control

DOI

2020

Reconfiguration of Brain Network Between Resting State and P300 Task

Fali Li, Chanlin Yi, Yuanyuan Liao, Yuanling Jiang, Yajing Si, Limeng Song, Tao Zhang, Dezhong Yao, Yangsong Zhang, Zehong Cao, Peng Xu

IEEE Transactions on Cognitive and Developmental Systems

DOI

2019

Different Contexts in the Oddball Paradigm Induce Distinct Brain Networks in Generating the P300

Fali Li, Chanlin Yi, Yuanling Jiang, Yuanyuan Liao, Yajing Si, Jing Dai, Dezhong Yao, Yangsong Zhang, Peng Xu

Frontiers In Human Neuroscience，Vol. 12

DOI

2019

Predicting individual decision-making responses based on single-trial EEG

Yajing Si, Fali Li, Keyi Duan, Qin Tao, Cunbo Li, Zehong Cao, Yangsong Zhang, Bharat B. Biswal, Peiyang Li, Dezhong Yao, Peng Xu

NeuroImage

DOI

2019

Inter-subject P300 variability relates to the efficiency of brain networks reconfigured from resting- to task-state: Evidence from a simultaneous event-related EEG-fMRI study

Fali Li, Qin Tao, Wenjing Peng, Tao Zhang, Yajing Si, Yangsong Zhang, Chanlin Yi, Bharat B. Biswal, Dezhong Yao, Peng Xu

NeuroImage

DOI

2019

Visual Evoked Response Modulation Occurs in a Complementary Manner Under Dynamic Circuit Framework

Zhuda Yang, Daqing Guo, Yangsong Zhang, Shengdun Wu, Dezhong Yao

IEEE Transactions on Neural Systems and Rehabilitation Engineering

DOI

2019

Hierarchical feature fusion framework for frequency recognition in SSVEP-based BCIs

Yangsong Zhang, Erwei Yin, Fali Li, Yu Zhang, Daqing Guo, Dezhong Yao, Peng Xu

Neural Networks

DOI

2019

Differentiation of Schizophrenia by Combining the Spatial EEG Brain Network Patterns of Rest and Task P300

Fali Li, Jiuju Wang, Yuanyuan Liao, Chanlin Yi, Yuanling Jiang, Yajing Si, Wenjing Peng, Dezhong Yao, Yangsong Zhang, Wentian Dong, Peng Xu

IEEE Transactions on Neural Systems and Rehabilitation Engineering

DOI

2019

EEG Based Emotion Recognition by Combining Functional Connectivity Network and Local Activations

Peiyang Li, Huan Liu, Yajing Si, Cunbo Li, Fali Li, Xuyang Zhu, Xiaoye Huang, Ying Zeng, Dezhong Yao, Yangsong Zhang, Peng Xu

IEEE Transactions on Biomedical Engineering

DOI

2019

Transition of brain networks from an interictal to a preictal state preceding a seizure revealed by scalp EEG network analysis

Fali Li, Yi Liang, Luyan Zhang, Chanlin Yi, Yuanyuan Liao, Yuanling Jiang, Yajing Si, Yangsong Zhang, Dezhong Yao, Liang Yu, Peng Xu

Cognitive Neurodynamics

DOI

2019

Fusing Canonical Coefficients for Frequency Recognition in SSVEP-Based BCI

Tiejun Liu, Yangsong Zhang, Lu Wang, Jianfu Li, Peng Xu, Dezhong Yao

IEEE Access

DOI

2018

Brain Network Reconfiguration During Motor Imagery Revealed by a Large-Scale Network Analysis of Scalp EEG

Fali Li, Chanlin Yi, Limeng Song, Yuanling Jiang, Wenjing Peng, Yajing Si, Tao Zhang, Rui Zhang, Dezhong Yao, Yangsong Zhang, Peng Xu

Brain Topography

DOI

2018

Different Decision-Making Responses Occupy Different Brain Networks for Information Processing: A Study Based on EEG and TMS

Yajing Si, Xi Wu, Fali Li, Luyan Zhang, Keyi Duan, Peiyang Li, Limeng Song, Yuanling Jiang, Tao Zhang, Yangsong Zhang, Jing Chen, Shan Gao, Bharat B. Biswal, Dezhong Yao, Peng Xu

Cerebral Cortex

DOI

2018

Correction to “Correlated Component Analysis for Enhancing the Performance of SSVEP-Based Brain-Computer Interface”

Yangsong Zhang, Daqing Guo, Fali Li, Erwei Yin, Yu Zhang, Peiyang Li, Qibin Zhao, Toshihisa Tanaka, Dezhong Yao, Peng Xu, Masaki Nakanishi

IEEE Transactions on Neural Systems and Rehabilitation Engineering

DOI

2018

Two-Stage Frequency Recognition Method Based on Correlated Component Analysis for SSVEP-Based BCI

Yangsong Zhang, Erwei Yin, Fali Li, Yu Zhang, Toshihisa Tanaka, Qibin Zhao, Yan Cui, Peng Xu, Dezhong Yao, Daqing Guo

IEEE Transactions on Neural Systems and Rehabilitation Engineering

DOI

2018

Correlated Component Analysis for Enhancing the Performance of SSVEP-Based Brain-Computer Interface

Yangsong Zhang, Daqing Guo, Fali Li, Erwei Yin, Yu Zhang, Peiyang Li, Qibin Zhao, Toshihisa Tanaka, Dezhong Yao, Peng Xu

IEEE Transactions on Neural Systems and Rehabilitation Engineering

DOI

2018

The Dynamic Brain Networks of Motor Imagery: Time-Varying Causality Analysis of Scalp EEG

Fali Li, Wenjing Peng, Yuanling Jiang, Limeng Song, Yuanyuan Liao, Chanlin Yi, Luyan Zhang, Yajing Si, Tao Zhang, Fei Wang, Rui Zhang, Yin Tian, Yangsong Zhang, Dezhong Yao, Peng Xu

International Journal of Neural Systems

DOI

2018

The Construction of Large-Scale Cortical Networks for P300 From Scalp EEG

Fali Li, Chanlin Yi, Yuanling Jiang, Yuanyuan Liao, Yajing Si, Dezhong Yao, Yangsong Zhang, Peng Xu

IEEE Access

DOI

2018

An Adaptive Calibration Framework for mVEP-Based Brain-Computer Interface

Teng Ma, Fali Li, Peiyang Li, Dezhong Yao, Yangsong Zhang, Peng Xu

Computational and Mathematical Methods in Medicine

DOI

2018

Reconfiguration patterns of large-scale brain networks in motor imagery

Tao Zhang, Fei Wang, Mengchen Li, Fali Li, Ying Hui Valerie Tan, Yangsong Zhang, Hang Yang, Bharat B. Biswal, Dezhong Yao, Peng Xu

Brain Structure and Function

DOI

2018

Top-Down Disconnectivity in Schizophrenia During P300 Tasks

Fali Li, Jiuju Wang, Yuanling Jiang, Yajing Si, Wenjing Peng, Limeng Song, Yi Jiang, Yangsong Zhang, Wentian Dong, Dezhong Yao, Peng Xu

Frontiers in Computational Neuroscience

DOI

2018

Periodic Visual Stimulation Induces Resting-State Brain Network Reconfiguration

Daqing Guo, Fengru Guo, Yangsong Zhang, Fali Li, Yang Xia, Peng Xu, Dezhong Yao

Frontiers in Computational Neuroscience

DOI

2017

The extension of multivariate synchronization index method for SSVEP-based BCI

Yangsong Zhang, Daqing Guo, Dezhong Yao, Peng Xu

Neurocomputing

DOI

2017

Stochastic fluctuations of permittivity coupling regulate seizure dynamics in partial epilepsy

Daqing Guo, Chuan Xia, Shengdun Wu, Tianjiao Zhang, Yangsong Zhang, Yang Xia, Dezhong Yao

Science China Technological Sciences

DOI

2016

Sparse Bayesian multiway canonical correlation analysis for EEG pattern recognition

Yu Zhang, Yu Zhang, Guoxu Zhou, Jing Jin, Yangsong Zhang, Yangsong Zhang, Xingyu Wang, Andrzej S Cichocki

Neurocomputing

DOI

2016

Robust frequency recognition for SSVEP-based BCI with temporally local multivariate synchronization index

Yangsong Zhang, Yangsong Zhang, Daqing Guo, Peng Xu, Yu Zhang, Yu Zhang, Dezhong Yao

Cognitive Neurodynamics

DOI

2016

Regulation of Irregular Neuronal Firing by Autaptic Transmission

Daqing Guo, Shengdun Wu, Mingming Chen, Matjaž Perc, Yangsong Zhang, Jingling Ma, Yan Cui, Peng Xu, Yang Xia, Dezhong Yao

Scientific Reports

DOI

2016

Firing regulation of fast-spiking interneurons by autaptic inhibition

Daqing Guo, Mingming Chen, Matjaž Perc, Shengdun Wu, Chuan Xia, Yangsong Zhang, Peng Xu, Yang Xia, Dezhong Yao

Europhysics Letters (EPL)

DOI

2015

The enhanced information flow from visual cortex to frontal area facilitates SSVEP response: evidence from model-driven and data-driven causality analysis

Fali Li, Yin Tian, Yangsong Zhang, Qiu Kan, Chunyang Tian, Wei Jing, Tiejun Liu, Yang Xia, Daqing Guo, Dezhong Yao, Peng Xu

Scientific Reports

DOI

2015

The graph theoretical analysis of the SSVEP harmonic response networks

Yangsong Zhang, Daqing Guo, Kaiwen Cheng, Dezhong Yao, Peng Xu

Cognitive Neurodynamics

DOI

2014

An Efficient Frequency Recognition Method Based on Likelihood Ratio Test for SSVEP-Based BCI

Yangsong Zhang, Li Dong, Rui Zhang, Dezhong Yao, Yu Zhang, Peng Xu

Computational and Mathematical Methods in Medicine

DOI

2013

神经信息学与全球协调创新框架:概念、现状及发展构想

尧德中，李建福，张杨松，袁勤，郭大庆，刘铁军

《中国基础科学》

2013

基于稳态视觉诱发电位的脑机制及脑—机接口研究

张杨松

《电子科技大学》

2009

基于脑电的脑-机接口:关键技术和应用前景

尧德中，刘铁军，雷旭，杨平，徐鹏，张杨松

《电子科技大学学报》

精选作品

期刊论文

Fine-Grained Upper Limb Force Control Relies on Distributed Functional Connectivity During Motor Planning: A Scalp EEG Study

SpikeTFNet: A Hybrid Spiking Temporal-Spectral Fusion Network for Cross-Subject SSVEP Decoding

基于联邦学习的稳态视觉诱发电位频率识别算法研究

Emotion Recognition by Learning the Manifold of Fused Multiscale Information of EEG Signals

Resting-state EEG network variability predicts individual working memory behavior

Multi-Site rs-fMRI Domain Alignment for Autism Spectrum Disorder Auxiliary Diagnosis Based on Hyperbolic Space

Real-time fine finger motion decoding for transradial amputees with surface electromyography

Hierarchical feature extraction on functional brain networks for autism spectrum disorder identification with resting-state fMRI data

MDD-SSTNet: detecting major depressive disorder by exploring spectral-spatial-temporal information on resting-state electroencephalography data based on deep neural network

A survey of motor rehabilitation for hemiplegic upper limbs based on the brain–apparatus interaction

Short-length SSVEP data extension by a novel generative adversarial networks based framework

Discrimination of auditory verbal hallucination in schizophrenia based on EEG brain networks

Effective Emotion Recognition by Learning Discriminative Graph Topologies in EEG Brain Networks

An End-to-End Deep Learning Model for EEG-Based Major Depressive Disorder Classification

Improving AR-SSVEP Recognition Accuracy Under High Ambient Brightness Through Iterative Learning

Schizophrenia Detection Based on EEG Using Recurrent Auto-encoder Framework

Aided Diagnosis of Autism Spectrum Disorder Based on a Mixed Neural Network Model

SSVEP Data Augmentation Based on Filter Band Masking and Random Phase Erasing

A transformer-based deep neural network model for SSVEP classification

Recognition of autism spectrum disorder in children based on electroencephalogram network topology

A survey of deep learning-based classification methods for steady-state visual evoked potentials

稳态视觉诱发电位频率识别算法研究进展

DSNet: EEG-Based Spatial Convolutional Neural Network for Detecting Major Depressive Disorder

An efficient CNN-LSTM network with spectral normalization and label smoothing technologies for SSVEP frequency recognition

Simultaneously exploring multi-scale and asymmetric EEG features for emotion recognition

Recognition of the Multi-class Schizophrenia Based on the Resting-State EEG Network Topology

L1-norm based time-varying brain neural network and its application to dynamic analysis for motor imagery

Predicting the Symptom Severity in Autism Spectrum Disorder Based on EEG Metrics

Corrections to “Identification of the General Anesthesia Induced Loss of Consciousness by Cross Fuzzy Entropy-Based Brain Network”

From psychosomatic medicine, brain–computer interface to brain–apparatus communication

Correction to: Bacomics: a comprehensive cross area originating in the studies of various brain–apparatus conversations

[Progresses and prospects on frequency recognition methods for steady-state visual evoked potential].

Recognition of general anesthesia-induced loss of consciousness based on the spatial pattern of the brain networks

Brain variability in dynamic resting-state networks identified by fuzzy entropy: a scalp EEG study

Identification of the General Anesthesia Induced Loss of Consciousness by Cross Fuzzy Entropy-Based Brain Network

Deep Learning Models with Time Delay Embedding for EEG-Based Attentive State Classification

An end-to-end 3D convolutional neural network for decoding attentive mental state

Computational exploration of dynamic mechanisms of steady state visual evoked potentials at the whole brain level

The Detection of Attentive Mental State Using a Mixed Neural Network Model

An End-to-End Hemisphere Discrepancy Network for Subject-Independent Motor Imagery Classification

脑电磁成像进展及展望

Bacomics: a comprehensive cross area originating in the studies of various brain–apparatus conversations

Robust brain causality network construction based on Bayesian multivariate autoregression

Reconfiguration of Brain Network Between Resting State and P300 Task

Different Contexts in the Oddball Paradigm Induce Distinct Brain Networks in Generating the P300

Predicting individual decision-making responses based on single-trial EEG

Inter-subject P300 variability relates to the efficiency of brain networks reconfigured from resting- to task-state: Evidence from a simultaneous event-related EEG-fMRI study

Visual Evoked Response Modulation Occurs in a Complementary Manner Under Dynamic Circuit Framework

Hierarchical feature fusion framework for frequency recognition in SSVEP-based BCIs

Differentiation of Schizophrenia by Combining the Spatial EEG Brain Network Patterns of Rest and Task P300

EEG Based Emotion Recognition by Combining Functional Connectivity Network and Local Activations

Transition of brain networks from an interictal to a preictal state preceding a seizure revealed by scalp EEG network analysis

Fusing Canonical Coefficients for Frequency Recognition in SSVEP-Based BCI

Brain Network Reconfiguration During Motor Imagery Revealed by a Large-Scale Network Analysis of Scalp EEG

Different Decision-Making Responses Occupy Different Brain Networks for Information Processing: A Study Based on EEG and TMS

Correction to “Correlated Component Analysis for Enhancing the Performance of SSVEP-Based Brain-Computer Interface”

Two-Stage Frequency Recognition Method Based on Correlated Component Analysis for SSVEP-Based BCI

Correlated Component Analysis for Enhancing the Performance of SSVEP-Based Brain-Computer Interface

The Dynamic Brain Networks of Motor Imagery: Time-Varying Causality Analysis of Scalp EEG

The Construction of Large-Scale Cortical Networks for P300 From Scalp EEG

An Adaptive Calibration Framework for mVEP-Based Brain-Computer Interface

Reconfiguration patterns of large-scale brain networks in motor imagery

Top-Down Disconnectivity in Schizophrenia During P300 Tasks

Periodic Visual Stimulation Induces Resting-State Brain Network Reconfiguration

The extension of multivariate synchronization index method for SSVEP-based BCI

Stochastic fluctuations of permittivity coupling regulate seizure dynamics in partial epilepsy

Sparse Bayesian multiway canonical correlation analysis for EEG pattern recognition

Robust frequency recognition for SSVEP-based BCI with temporally local multivariate synchronization index

Regulation of Irregular Neuronal Firing by Autaptic Transmission

Firing regulation of fast-spiking interneurons by autaptic inhibition

The enhanced information flow from visual cortex to frontal area facilitates SSVEP response: evidence from model-driven and data-driven causality analysis

The graph theoretical analysis of the SSVEP harmonic response networks

An Efficient Frequency Recognition Method Based on Likelihood Ratio Test for SSVEP-Based BCI

神经信息学与全球协调创新框架:概念、现状及发展构想

基于稳态视觉诱发电位的脑机制及脑—机接口研究

基于脑电的脑-机接口:关键技术和应用前景

会议论文

基于时频编码的BCI多维任务控制实现