ETRI-Knowledge Sharing Plaform

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