宋素涛｜山东师范大学｜学者主页

2026

Dynamic Weighted Spatio-Temporal-Spectral Fusion for EEG-Based Social Anxiety Detection

Wensheng Sun, Guanlai Xiao, X Y Liu, Jiahui Gao, Sutao Song, Yuanjie Zheng

IEEE Transactions on Affective Computing

DOI

2026

Cognitive empathy in autistic children: Differences across social and non-social contexts and emotion types

Weitao Zhang, Jie Zhang, Zhihan Yang, Lijuan Zou, Sutao Song

Research in Autism

DOI

2025

Predicting treatment response in individuals with major depressive disorder using structural MRI-based similarity features

Sutao Song, Songling Wang, Jingjing Gao, Lingkai Zhu, Wenxin Zhang, Yan Wang, Donglin Wang, Danning Zhang, Kangcheng Wang

BMC Psychiatry

DOI

2025

A Hierarchical Feature Extraction and Multimodal Deep Feature Integration-Based Model for Autism Spectrum Disorder Identification

Jiahui Gao, Sutao Song

IEEE Journal of Biomedical and Health Informatics

DOI

2024

Social anxiety prediction based on ERP features: A deep learning approach

Xiaodong Tian, Lingkai Zhu, Mingxian Zhang, Songling Wang, Yi Lu, Xiaolei Xu, Weikuan Jia, Yuanjie Zheng, Sutao Song

Journal Of Affective Disorders，Vol. 3670

DOI

2024

Neurophysiological effects of cognitive behavioral therapy in social anxiety: An ERP study using a dot-probe task

Ting Jiang, Sutao Song, Shimeng Zhao, Xiaodong Tian, Mingxian Zhang, Jing Feng, Ruiyang Ge

Journal Of Behavior Therapy And Experimental Psychiatry，Vol. 85

DOI

2024

Event-related alpha power in early stage of facial expression processing in social anxiety: Influence of language context

Sutao Song, Aixin Liu, Zeyuan Gao, Xiaodong Tian, Lingkai Zhu, Haiqing Shang, Shihao Gao, Mingxian Zhang, Shimeng Zhao, Guanlai Xiao, Yuanjie Zheng, Ruiyang Ge

Psychophysiology，Vol. 61, No. 20

DOI

2023

社交焦虑者对面孔表情存在持续性注意偏向：来自N2pc的证据

宋素涛，李爽，赵诗梦，肖观来，张锦秀，郑元杰

《中国临床心理学杂志》

2023

语境对恐惧与惊讶表情加工的影响：社交焦虑的调节作用

肖观来，张顺，武笛，张珊，宋素涛

《中国临床心理学杂志》

DOI

2023

动态情境对特质焦虑个体面孔表情知觉的影响

宋素涛，肖观来，尚琬婷，赵诗梦，高世豪，王荣，武笛

《应用心理学》，Vol. 29, No. 4

下载原文

2022

Positive attention bias in high socially anxious individuals: Evidence from an ERP study*

Sutao Song, Shimeng Zhao, Ting Jiang, Shuang Li, Mingxian Zhang, Wangang Ren, Yuanjie Zheng, Ruiyang Ge

Journal Of Affective Disorders，Vol. 3190

DOI

2022

Influence of affective verbal context on emotional facial expression perception of social anxiety

Sutao Song, Shimeng Zhao, Zeyuan Gao, Mingli Lu, Mingxian Zhang, Shihao Gao, Yuanjie Zheng

International Journal Of Psychophysiology，Vol. 181

DOI

2022

Early Influence of Emotional Scenes on the Encoding of Fearful Expressions With Different Intensities: An Event-Related Potential Study

Sutao Song, Meiyun Wu, Chunliang Feng

Frontiers In Human Neuroscience，Vol. 16

DOI

2022

语境对愤怒与厌恶面孔表情知觉的影响

宋素涛，张伟涛，江敏，全丽娜，车晓玮，王荣，佟月华，郑元杰

《中国临床心理学杂志》

DOI

2022

Treatment Response Prediction for Major Depressive Disorder Patients via Multivariate Pattern Analysis of Thalamic Features

Hanxiaoran Li, Sutao Song, Donglin Wang, Dan-Ning Zhang, Zhonglin Tan, Zhenzhen Lian, Yan Wang, Xin Zhou, Chenyuan Pan, Yue Wu

Frontiers in Computational Neuroscience

DOI

2022

The Effect of Mouth-Opening on Recognition of Facial Expressions in the NimStim Set: An Evaluation from Chinese College Students

Sutao Song, Shuang Cui, Wei-Tao Zhang, Lin-Ting Zhang, Mingxian Zhang, Leyi Zhuang, Yan Gao, Yuan-Jie Zheng

Journal of nonverbal behavior

DOI

2021

The influence of mouth opening and closing degrees on processing in NimStim facial expressions: An ERP study from Chinese college students

Shuang Cui, Sutao Song, Jiwei Si, Meiyun Wu, Jieyin Feng

International Journal Of Psychophysiology，Vol. 162

DOI

2021

CBT对社交焦虑障碍有效干预的神经预测因子及机器学习应用

宋素涛，姜亭，张伟涛，左胜楠，冯晶

《心理科学》，Vol. 44, No. 2

下载原文 DOI

2021

Decoding Color Visual Working Memory from EEG Signals Using Graph Convolutional Neural Networks

Xiaowei Che, Yuan-Jie Zheng, Xin Chen, Sutao Song, Shou-Xin Li

International Journal of Neural Systems

DOI

2021

Multi-Dimensional Enhanced Seizure Prediction Framework Based on Graph Convolutional Network

Xin Chen, Yuan-Jie Zheng, Changxu Dong, Sutao Song

Frontiers in Neuroinformatics

DOI

2021

Individualized diagnosis of major depressive disorder via multivariate pattern analysis of thalamic sMRI features

Hanxiaoran Li, Sutao Song, Donglin Wang, Zhonglin Tan, Zhenzhen Lian, Yan Wang, Xin Zhou, Chenyuan Pan

BMC Psychiatry

DOI

2021

Visuospatial Bias in Children with Autism Spectrum Disorder: Evidence from Line Bisection Tasks

Chunyan Liu, Huajie Zhai, Shuhua Su, Sutao Song, Gong-Xiang Chen, Yi Jiang

Journal of Autism and Developmental Disorders

DOI

2020

关键反应训练对自闭症儿童的干预有效性——来自认知神经科学的证据

刘春燕，吕鑫源，宋素涛，陈功香

《中国特殊教育》

2020

非自杀性自我伤害者的情绪反应敏感性

全丽娜，于丽霞，费昕媛，吴才智，孙启武，荣筱栩，宋素涛

《中国临床心理学杂志》

DOI

2020

语境对积极面孔表情知觉的影响

宋素涛，江敏，佟月华，全丽娜，王荣

《中国临床心理学杂志》

DOI

2020

心理学研究中常用的情绪数据库

宋素涛，张文君

《鲁东大学学报(哲学社会科学版)》

2020

知觉与表象过程中不同线索表情的启动效应研究

宋素涛，李欣晶，李润泽，王荣，魏淑华

《心理学探新》

2019

The classification of facial expressions with multi-cultural backgrounds: an event-related fMRI study

Sutao Song, Chun-Yu Liu, Li-Jie Huang, Zhiyuan Cao, Jia-Cai Zhang, Shu Wei, Ji-Mei Dong

Other Conferences

DOI

2019

Decoding disparity categories in 3-dimensional images from fMRI data using functional connectivity patterns

Chun-Yu Liu, Yuan Li, Sutao Song, Jia-Cai Zhang

Cognitive Neurodynamics

DOI

2018

Semi-supervised sparse representation classifier with random sample subset ensembles in fMRI-based brain state decoding

Jing Zhang, Chun-Cheng Zhang, Sutao Song, L. Yao, Xiao-Jie Zhao, Zhi-Ying Long

Medical Imaging

DOI

2018

Euler Elastica Regularized Logistic Regression for Whole-Brain Decoding of fMRI Data

Chun-Cheng Zhang, L. Yao, Sutao Song, Xiaotong Wen, Xiao-Jie Zhao, Zhi-Ying Long

IEEE Transactions on Biomedical Engineering

DOI

2018

Image categorization from functional magnetic resonance imaging using functional connectivity.

Chun-Yu Liu, Sutao Song, Xiao-Juan Guo, Zhiyuan Zhu, Jia-Cai Zhang

Journal of Neuroscience Methods

DOI

2017

Objects Categorization on fMRI Data: Evidences for Feature-Map Representation of Objects in Human Brain

Sutao Song, Jia-Cai Zhang, Y. Tong

DOI

2017

Gender Role Differences of Female College Students in Facial Expression Recognition: Evidence from N170 and VPP

Sutao Song, Jieyin Feng, Meiyun Wu, Beixi Tang, Gong-Xiang Chen

DOI

2016

基于fMRI的视觉信息解码研究进展

宋素涛，张家才，陈功香

《济南大学学报(自然科学版)》

2016

FilmStim情绪影片数据库在中国大学生中的初步评定

宋素涛，韩冬，陈功香

《应用心理学》，Vol. 22, No. 4

下载原文

2016

场认知风格对微表情识别的影响

宋素涛

《鲁东大学学报(哲学社会科学版)》

2016

Single trial classification for the categories of perceived emotional facial expressions: an event-related fMRI study

Sutao Song, Yu-Xia Huang, Zhi-Ying Long, Jia-Cai Zhang, Gong-Xiang Chen, Shuqing Wang

SPIE Medical Imaging

DOI

2015

Improved sparse decomposition based on a smoothed L0 norm using a Laplacian kernel to select features from fMRI data.

Chun-Cheng Zhang, Sutao Song, Xiaotong Wen, Li Yao, Zhi-Ying Long

Journal of Neuroscience Methods

DOI

2015

Decoding the subjective rotation direction of the spinning dancer from fMRI data

Sutao Song, Yang Liu, Jia-Cai Zhang

Medical Imaging

DOI

2015

An empirical comparison of different LDA methods in fMRI-based brain states decoding

Maogeng Xia, Sutao Song, L. Yao, Zhi-Ying Long

Bio-medical materials and engineering

DOI

2015

Corrigendum to “Bayesian reconstruction of multiscale local contrast images from brain activity” [J. Neurosci. Methods 220 (2013) 39–45]

Sutao Song, Xinyue Ma, Yu Zhan, Zhichao Zhan, Li Yao, Jia-Cai Zhang

DOI

2014

Target image search using fMRI signals

Shi Xiong, Sutao Song, Yu Zhan, Jia-Cai Zhang

Medical Imaging

DOI

2014

Fast voxel selection of fMRI data based on Smoothed 10 norm

Chun-Cheng Zhang, Zhengli Wang, Sutao Song, Xiaotong Wen, L. Yao, Zhi-Ying Long

International Workshop on Pattern Recognition in NeuroImaging

DOI

2014

Comparative study of two sparse multinomial logistic regression models in decoding visual stimuli from brain activity of fMRI

Sutao Song, Gong-Xiang Chen, Yu Zhan, Jia-Cai Zhang, L. Yao

Medical Imaging

DOI

2013

Visual Image Reconstruction from fMRI Activation Using Multi-scale Support Vector Machine Decoders

Yu Zhan, Jia-Cai Zhang, Sutao Song, L. Yao

Interacción

DOI

2013

Bayesian reconstruction of multiscale local contrast images from brain activity.

Sutao Song, Xinyue Ma, Yu Zhan, Zhichao Zhan, Li Yao, Jia-Cai Zhang

Journal of Neuroscience Methods

DOI

2012

Object category classification of fMRI data using support vector machine combined with deactivation voxel selection

Caifeng Yan, Sutao Song, Yao Li, Xiao-Juan Guo

Medical Imaging

DOI

2011

Prediction of fMRI time series of a single voxel using radial basis function neural network

Sutao Song, Jia-Cai Zhang, L. Yao

Medical Imaging

DOI

2011

Comparative Study of SVM Methods Combined with Voxel Selection for Object Category Classification on fMRI Data

Sutao Song, Zhichao Zhan, Zhi-Ying Long, Jia-Cai Zhang, L. Yao

PLoS ONE

DOI

2009

Computer-aided volume measurement of the local homogenous region on magnetic resonance images

Sutao Song, Zhichao Zhan, Zhen Jin, L. Yao, Xiao-Juan Guo

2009 ICME International Conference on Complex Medical Engineering

DOI

精选作品

期刊论文

Dynamic Weighted Spatio-Temporal-Spectral Fusion for EEG-Based Social Anxiety Detection

Cognitive empathy in autistic children: Differences across social and non-social contexts and emotion types

Predicting treatment response in individuals with major depressive disorder using structural MRI-based similarity features

A Hierarchical Feature Extraction and Multimodal Deep Feature Integration-Based Model for Autism Spectrum Disorder Identification

Social anxiety prediction based on ERP features: A deep learning approach

Neurophysiological effects of cognitive behavioral therapy in social anxiety: An ERP study using a dot-probe task

Event-related alpha power in early stage of facial expression processing in social anxiety: Influence of language context

社交焦虑者对面孔表情存在持续性注意偏向：来自N2pc的证据

语境对恐惧与惊讶表情加工的影响：社交焦虑的调节作用

动态情境对特质焦虑个体面孔表情知觉的影响

Positive attention bias in high socially anxious individuals: Evidence from an ERP study*

Influence of affective verbal context on emotional facial expression perception of social anxiety

Early Influence of Emotional Scenes on the Encoding of Fearful Expressions With Different Intensities: An Event-Related Potential Study

语境对愤怒与厌恶面孔表情知觉的影响

Treatment Response Prediction for Major Depressive Disorder Patients via Multivariate Pattern Analysis of Thalamic Features

The Effect of Mouth-Opening on Recognition of Facial Expressions in the NimStim Set: An Evaluation from Chinese College Students

The influence of mouth opening and closing degrees on processing in NimStim facial expressions: An ERP study from Chinese college students

CBT对社交焦虑障碍有效干预的神经预测因子及机器学习应用

Decoding Color Visual Working Memory from EEG Signals Using Graph Convolutional Neural Networks

Multi-Dimensional Enhanced Seizure Prediction Framework Based on Graph Convolutional Network

Individualized diagnosis of major depressive disorder via multivariate pattern analysis of thalamic sMRI features

Visuospatial Bias in Children with Autism Spectrum Disorder: Evidence from Line Bisection Tasks

关键反应训练对自闭症儿童的干预有效性——来自认知神经科学的证据

非自杀性自我伤害者的情绪反应敏感性

语境对积极面孔表情知觉的影响

心理学研究中常用的情绪数据库

知觉与表象过程中不同线索表情的启动效应研究

The classification of facial expressions with multi-cultural backgrounds: an event-related fMRI study

Decoding disparity categories in 3-dimensional images from fMRI data using functional connectivity patterns

Semi-supervised sparse representation classifier with random sample subset ensembles in fMRI-based brain state decoding

Euler Elastica Regularized Logistic Regression for Whole-Brain Decoding of fMRI Data

Image categorization from functional magnetic resonance imaging using functional connectivity.

Objects Categorization on fMRI Data: Evidences for Feature-Map Representation of Objects in Human Brain

Gender Role Differences of Female College Students in Facial Expression Recognition: Evidence from N170 and VPP

基于fMRI的视觉信息解码研究进展

FilmStim情绪影片数据库在中国大学生中的初步评定

场认知风格对微表情识别的影响

Single trial classification for the categories of perceived emotional facial expressions: an event-related fMRI study

Improved sparse decomposition based on a smoothed L0 norm using a Laplacian kernel to select features from fMRI data.

Decoding the subjective rotation direction of the spinning dancer from fMRI data

An empirical comparison of different LDA methods in fMRI-based brain states decoding

Corrigendum to “Bayesian reconstruction of multiscale local contrast images from brain activity” [J. Neurosci. Methods 220 (2013) 39–45]

Target image search using fMRI signals

Fast voxel selection of fMRI data based on Smoothed 10 norm

Comparative study of two sparse multinomial logistic regression models in decoding visual stimuli from brain activity of fMRI

Visual Image Reconstruction from fMRI Activation Using Multi-scale Support Vector Machine Decoders

Bayesian reconstruction of multiscale local contrast images from brain activity.

Object category classification of fMRI data using support vector machine combined with deactivation voxel selection

Prediction of fMRI time series of a single voxel using radial basis function neural network

Comparative Study of SVM Methods Combined with Voxel Selection for Object Category Classification on fMRI Data

Computer-aided volume measurement of the local homogenous region on magnetic resonance images

会议论文

丘脑rs-fMRI特征的多变量模式分析对抑郁症的诊断预测

动态情境对特质焦虑大学生表情识别的影响

知觉与表象条件下的情绪性面孔启动效应研究:来自ERPs的证据

语境对情绪性表情知觉的影响

知觉和想象过程中不同线索表情的启动效应研究

FilmStim大型情绪影片数据库在中国大学生群体中的评定

预印本

Multi-Feature 3D Deep Learning for Predicting Antidepressant Treatment Response from Structural MRI

研究方向