ETRI-Knowledge Sharing Plaform

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