ETRI-Knowledge Sharing Plaform

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