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Neuroinformatics class page

This part of the site contains materials for Kenneth Harris' graduate course on "Neuroinformatics" (Spring 2019). Lectures are in the Sainsbury-Wellcome Center main seminar room, starting at 11am on Wednesdays. After each day's lectures, we have project workshops in G40 medical sciences.

Powerpoints: 

15/1/20

Review of Statistics
Spike Trains

22/1/20

LFPs
Spectral analysis
Spectrograms and non-stationary signals

27/1/20

Project workshop

 

5/2/20

Multiple Timeseries
Circular Statistics, local likelihood
The bootstrap

12/2/20

Singular Value Decomposition
Dimensionality Reduction

19/2/20:

Reading week

26/2/20

Multiple linear regression
Ridge Regression and Bayesian regression

4/3/20

Lasso, Support Vector Machines, GLMs
The kernel trick

11/3/20

Workshop only, focusing on project report and writeup

18/3/20

Information theory
Estimating mutual information

1/4/20:

Confirmatory analysis for multiple spike trains
Cluster analysis and spike sorting

15/4/20

Bayesian methods

MATLAB code:

Please note the extensions of these files have been changed from .m to .txt to comply with our web service. Once you download them, you need to change them back to .m to run them in Matlab.

Week 1

Week 2

Week3

Week 4

Week 5

Week 6

Week 8

Week 10

Week 13:

Week 18: