ETRI-Knowledge Sharing Plaform

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