| 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 | 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 Class presentation of personally-written functions (First Group from class) | 36
| |
| 4-May | Class presentation of personally-written functions (Second Group from class) | None | |
Note:
... Slides
... Handout or supplemental article in pdf format
... Matlab scripts (sometimes with sample data)
... Lecturelets from Mike Cohen's resource page