ETRI-Knowledge Sharing Plaform

Healthy Controls Major Depressive Disorder(MDD) Autonomic Nervous System(ANS) Physiological Responses Follow-Up Study Input Data Machine Learning Approach Multimodal Physiological Signals Psychiatric Disorders Heart Rate Variability Depressive Symptoms Electrodermal Activity C-Reactive Protein(CRP) Treatment Response Negative Correlation Depressive Disorders Tumor Necrosis Factor Mental Task Mental Disorders SVM-RFE Stress Response Brain-Derived Neurotrophic Factor(BDNF) Sandwich Enzyme-Linked Immunosorbent Assay(ELISA) Inflammatory Cytokines IL-6 Skin Conductance Level Pre-Treatment Autonomous Driving Mental Stress Pulse Transit Time Recursive Feature Elimination Feature Selection(FS) Three Phase Approximate Entropy Behavioral Responses Blood Volume Pulse Eye Tracking Gaze Direction Likert Scale Manual Control Multiple Physiological Signals Smartphone-Based Skin Patch Power Spectral Density(PSD) Need For Neural Activity Text-Dependent Autonomous Vehicle Average Intensity Convolution Neural Network(CNN) Multilayer Perceptron Mental Illness Social Ties Predictive Biomarkers Physiological Features Vascular Activation Neutral Condition Neural Network Approach Objective Assessment Response To Treatment Automatic Detection Cardiovascular Regulation Data Sets Electronic Devices Experimental Protocol Film Clips Hrv Features Human Driving Hand Placement K-Nearest Neighbors(KNN) Limited Information Linear And Nonlinear Monitoring System Manual Driving Statistical Filter Positive Predictive Value(PPV) Predictive Factors User Experience Neuronal Plasticity Blood Tests Korean Language Linear Regression Analysis Multivariate Analysis Machine Learning Models Driver Status Physical Pain Physiological Measurement Objective Identification Read Speech Acoustic Characteristics Decision Tree Classifier Ecg Features Entropy Analysis Emotional Intensity Fuzzy Entropy Hrv Parameters Linear Discriminant Analysis(LDA) Large-Scale Multiple Linear Regression(MLR) Mechanism Of Action Stimulus Presentation Serum Cytokines Support Vector Machine Classifier Physiological Measures Objective Measure Recovery Phase Respiratory Rate Acoustic Properties Best Performance Deep Convolutional Neural Networks Depression Recognition Logistic Regression(LR) Mean Age Mental Arithmetic Tasks(MAT) Monitoring Changes Mental Health Treatment Speech Signals Statistical Test Small Sample Size Proposed Model Transition Of Control Research Topics Random Forest (Rf) Automated Detection Acoustic Features Current Method Cross Validation(CV) Discrimination Power Emotional Stimuli Intensity-Based Learning-Based Monitoring Technology Stress Recovery Social Pain Sensitivity To Text-Based Automatic Diagnosis Automatic Identification Autonomic Activity Cardiac Signal Classification Performance Confounding Factors Cnn Model Depression Detection Differential Diagnosis Driver Behavior Driver Monitoring Driving Performance Entropy Features Hrv Analysis IL-10 Log-Transformed Longitudinal Studies Main Effect Sample Entropy Shannon Entropy Status Monitoring Pilot Study