Classification of Motor Imagery EEG Signals with Support Vector Machines and Particle Swarm Optimization

Yuliang Ma, Xiaohui Ding, Qingshan She, +3

Computational and Mathematical Methods in Medicine

Data ClassificationSupport Vector MachineClassification MethodEngineeringMachine Learning +13

Driving Fatigue Detection from EEG Using a Modified PCANet Method

Yuliang Ma, Bin Chen, Rihui Li, +5

Computational Intelligence and Neuroscience

Automotive IndustryEngineeringMachine LearningFeature ExtractionSocial Sciences +18

Self-Supervised EEG Emotion Recognition Models Based on CNN

Xingyi Wang, Yuliang Ma, Jared Cammon, +3

IEEE Transactions on Neural Systems and Rehabilitation Engineering

Convolutional Neural NetworkCognitive ScienceHuman LifeMachine LearningEngineering +13

Multisource Associate Domain Adaptation for Cross-Subject and Cross-Session EEG Emotion Recognition

Qingshan She, Chenqi Zhang, Feng Fang, +2

IEEE Transactions on Instrumentation and Measurement

Cognitive ScienceEngineeringData ScienceEeg Signal ProcessingDomain Adaptation +10

EEG-Based Driving Fatigue Detection Using a Two-Level Learning Hierarchy Radial Basis Function

Ziwu Ren, Rihui Li, Bin Chen, +5

Frontiers in Neurorobotics

Dual-Encoder VAE-GAN With Spatiotemporal Features for Emotional EEG Data Augmentation

Chenxi Tian, Yuliang Ma, Jared Cammon, +3

IEEE Transactions on Neural Systems and Rehabilitation Engineering

EngineeringMachine LearningAutoencodersMultimodal Sentiment AnalysisSocial Sciences +16

Classification of motor imagery eeg using wavelet envelope analysis and LSTM networks

Jie Zhou, Ming Meng, Yunyuan Gao, +2

EngineeringMachine LearningBiometricsMotor ControlElectroencephalography +18

Cross-subject EEG emotion recognition using multi-source domain manifold feature selection

Qingshan She, Xinsheng Shi, Feng Fang, +2

Computers in Biology and Medicine

Data ScienceEeg Signal ProcessingAffective NeuroscienceAffective ComputingNeuroimaging +4

Cross-Subject Emotion Recognition Based on Domain Similarity of EEG Signal Transfer Learning

Yuliang Ma, Weicheng Zhao, Ming Meng, +3

IEEE Transactions on Neural Systems and Rehabilitation Engineering

EngineeringMachine LearningAffective NeuroscienceDomain SimilarityCopula Function Theory +18

Emotion Recognition Based On CNN

Guolu Cao, Yuliang Ma, Xiaofei Meng, +2

Cognitive ScienceEngineeringFacial Expression RecognitionData SciencePattern Recognition +13