Can SVM be used for automatic EEG detection of drowsiness during car driving?

Mervyn Yeo, Xiaoping Li, Kaiquan Shen, +1

Safety Science

Automatic Eeg DetectionSupport Vector MachineCar DrivingEeg Signal ProcessingCognitive Electrophysiology +4

EEG-based mental fatigue measurement using multi-class support vector machines with confidence estimate

Kaiquan Shen, Xiaoping Li, Chong‐Jin Ong, +2

Clinical Neurophysiology

Fatigue ManagementEeg Signal ProcessingRehabilitationBraincomputer InterfaceConfidence Estimate +2

Automatic EEG Artifact Removal: A Weighted Support Vector Machine Approach With Error Correction

Shiyun Shao, Kaiquan Shen, Chong Jin Ong, +2

IEEE Transactions on Biomedical Engineering

Artifact Removal MethodElectroencephalographySocial SciencesPattern RecognitionNeurology +16

A Feature Selection Method for Multilevel Mental Fatigue EEG Classification

Kaiquan Shen, Chong‐Jin Ong, Xiaoping Li, +2

IEEE Transactions on Biomedical Engineering

NeuropsychologyFeature SelectionSocial SciencesFatigue ManagementCognitive Electrophysiology +14

Frequency-domain EEG source analysis for acute tonic cold pain perception

Shiyun Shao, Kaiquan Shen, Ke Yu, +2

Clinical Neurophysiology

NeurophysiologyPain MedicineMedicineEeg Signal ProcessingAffective Neuroscience +9

Feature Selection for MLP Neural Network: The Use of Random Permutation of Probabilistic Outputs

Jianbo Yang, Kaiquan Shen, Chong‐Jin Ong, +1

IEEE Transactions on Neural Networks

EngineeringMachine LearningFeature SelectionFeature ExtractionMultilayer Perceptron +14

Effect of pain perception on the heartbeat evoked potential

Shiyun Shao, Kaiquan Shen, Einar Wilder‐Smith, +1

Clinical Neurophysiology

Pain SyndromeElectrophysiological EvaluationNeurophysiologyPain MedicineAffective Neuroscience +9

Feature selection via sensitivity analysis of SVM probabilistic outputs

Kaiquan Shen, Chong‐Jin Ong, Xiaoping Li, +1

Machine Learning

Support Vector MachineEngineeringMachine LearningData ScienceData Mining +5

Common Spatio-Temporal Pattern for Single-Trial Detection of Event-Related Potential in Rapid Serial Visual Presentation Triage

Ke Yu, Kaiquan Shen, Shiyun Shao, +3

IEEE Transactions on Biomedical Engineering

Event CameraRsvp Triage ExperimentsFeature DetectionEngineeringAttention +23

A novel auditory working-memory vigilance task for mental fatigue assessment

Rohit Tyagi, Kaiquan Shen, Shiyun Shao, +1

Safety Science

Cognitive ScienceFatigue ManagementTask PerformanceMemory AssessmentMemory +8