Date
|
Topics
|
Chapters
|
Resources
|
24-Jan

|
Lecture Overview topics and chapters; Introduction to Matlab
|
|

|
31-Jan

|
Matlab Tutorial
|
1,2,3,4,5
|

|
7-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
|
 

|
14-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
|




|
21-Feb

|
Complex wavelets and extracting power and phase Band‐pass filtering and the Hilbert transform
|
13 14
|



|
28-Feb

|
Short-time FFT
Multi‐taper
Less commonly used time‐frequency decomposition methods
Time‐frequency power, and baseline corrections
|
15
16
17
18
|




|
7-Mar
|
Spring Recess!!!!!!!!!!
|
|
|
14-Mar

|
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
|



|
21-Mar

|
Principal components analysis
Basics of single dipole and distributed source imaging
Introduction to the various connectivity analyses
Phase‐based connectivity
|
23
24
25
26
|


|
28-Mar

|
Power‐based connectivity
Granger prediction
Mutual information
|
27
28
29
|


|
4-Apr

|
Cross‐frequency coupling
Graph theory
Advantages and limitations of different statistical procedures
|
30
31
32
|

|
11-Apr
 |
Informal class session: hack-a-thon day to work on your functions |
|
 |
18-Apr

|
Non‐parametric permutation testing
Within‐subject statistical analyses
Group‐level analyses and appropriate data analysis strategies
|
33
34
35
|
.



|
25-Apr

|
Recommendations for reporting results in figures, tables, and text
Recurring themes in this book, and some personal advice
The future of cognitive electrophysiology
Class presentation of personally-written functions (First Group from class)
|
36
37
38
|
|
2-May

|
Class presentation of personally-written functions (Second Group from class)
|
None
|
|