| Date | Topics | Chapters | Resources |
|---|---|---|---|
| 26-Jan | Lecture overview, topics, and chapters; Introduction to MATLAB |
|
|
| 2-Feb | MATLAB Tutorial | 1, 2, 3, 4, 5 |
|
| 9-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 |
|
| 16-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 |
|
| 23-Feb |
Complex wavelets and extracting power and phase Band-pass filtering and the Hilbert transform |
13 14 |
|
| 2-Mar |
Short-time FFT Multi-taper Less commonly used time-frequency decomposition methods Time-frequency power and baseline corrections |
15 16 17 18 |
|
| 9-Mar | Spring Break!!!!!!!!!! | ||
| 16-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 |
|
| 23-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 |
|
| 30-Mar |
Power-based connectivity Granger prediction Mutual information |
27 28 29 |
|
| 6-Apr |
Cross-frequency coupling Graph theory Advantages and limitations of different statistical procedures Function Description due Today (submit via D2L) |
30 31 32 |
|
| 13-Apr | Informal class session: hack-a-thon day to work on your functions |
|
|
| 20-Apr |
Non-parametric permutation testing Within-subject statistical analyses Group-level analyses and appropriate data analysis strategies |
33 34 35 |
|
| 27-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) |
36 37 38 |
|
| 4-May | Class presentation of personally-written functions (Second Group) | None |
|
Note:
... Slides
... Handout or supplemental article (PDF)
... MATLAB scripts (sometimes with sample data)
... Lecturelets from Mike Cohen