Laboratory of Precision Psychiatry
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Machine Learning in Psychiatry
Complexity Analysis of Brain Signal
Sleep
Epidemiology Time Series Analysis
Heart Rate Variability
Information Categorization Method
Publications
Nonlinear Dynamics and Complexity
Information Categorization Method
Neuroimaging
Heart Rate Variability
Neuropsychiatric Epidemiology
Aging
Sleep
Tools
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Brain and Physiologic Signal Analysis: Theory and Hands-On Applications
Course Agenda
1.
Introduction to biomedical signal analysis
Workshop
ECG
workshop materials
case presentation materials
EEG
workshop materials
2.
Linear analysis: variability of the signal
Workshop
3.
Linear analysis: frequency components of the signal
Workshop
4.
Time frequency analysis - power spectrum and beyond
Workshop
eemd_hht.m
5. National Holiday
6. Case Presentation 1
7.
Nonlinear Analysis - Fractal, entropy, and complexity science
8.
Biomedical signal analysis in sleep science
Workshop
EEG_Materials
9. Midterm Examination
10.
Cardiopulmonary coupling analysis
Workshop
Sleep ECG Data
11.
Biomedical Signal Analysis in Clinical Brain Science
12.
Brain Signal Complexity
13.
Brain Connectivity and Network Theory
Workshop
Resting-state fMRI Data
AAL Mask for Resting-fMRI Data
14.
Causal inference in the time series
Gray_Matter_Mask
15.
Final Workshop