PSY696B Lectures Handouts and Podcasts

 

 

Date

Topics

Chapters

Resources

23-Jan

Lecture Overview topics and chapters; Introduction to Matlab

 

 

30-Jan

Matlab Tutorial

1,2,3,4,5

 

6-Feb

Practicalities of EEG measurement and experimental design
Preprocessing steps necessary and useful for advanced data analysis
EEG artifacts: their detection, influence, and removal 
Overview of time‐domain EEG analyses

6
7
8
9

  
  
 
 
   

13-Feb

The dot product and convolution  
The discrete time Fourier transform, the FFT, and the convolution theorem 
Morlet wavelets and wavelet convolution 

10
11
12

  
    
   
 

20-Feb

Complex wavelets and extracting power and phase
Band‐pass filtering and the Hilbert transform 

13
14

    
  
 

27-Feb

Short-time FFT
Multi‐taper
Less commonly used time‐frequency decomposition methods
Time‐frequency power, and baseline corrections 

15
16
17
18

 
 
 
    
 

6-Mar 

No Formal Class –
John at Brain Stim Conference; You are encouraged to meet and
provide peer-consultation on coding and concepts to date

 


 

13-Mar

Spring Recess!!!!!!!!!!

 

 

20-Mar

(John remote
Attendance)

Inter‐trial phase clustering
Total, phase‑locked, and non‑phase locked power, and phase clustering 
Interpretations and limitations of time‑frequency power and phase analyses
Surface Laplacian

19
20
21
22

 
 

  

27-Mar 

(John remote
Attendance)

Principal components analysis
Basics of single dipole and distributed source imaging
Introduction to the various connectivity analyses 
Phase‐based connectivity    

23
24
25
26

  
 
 
  

3-Apr

Power‐based connectivity
Granger prediction
Mutual information 

27
28
29

 

 
10-Apr No class (instead added class May 8)    

17-Apr

Cross‐frequency coupling
Graph theory
Advantages and limitations of different statistical procedures

30
31
32

 


 

24-Apr

Non‐parametric permutation testing
Within‐subject statistical analyses
Group‐level analyses and appropriate data analysis strategies

33
34
35



 

 

1-May

Recommendations for reporting results in figures, tables, and text
Recurring themes in this book, and some personal advice
The future of cognitive electrophysiology 

36
37
38


 

8-May

Class presentation of personally-written functions

Rating Tool to use during class presentations
 

None

 
 

Note:

  ... Color Slides  
  ... Handout or supplemental article in pdf format
  ... Matlab scripts (sometimes with sample data)
   ...  Lecturelets from Mike Cohen's resource page
  ... Link to Google Hangout