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