ETRI-Knowledge Sharing Plaform

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