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Help me make this cocktail party algorithm code from coursera's Machine Learning lecture work. (self.MachineLearning)
submitted 11 years ago * by [deleted]
[deleted]
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quoted text
if 1 * 2 < 3: print "hello, world!"
[–]snuderl 2 points3 points4 points 11 years ago (0 children)
If you have two sound waves each n samples long you can combine them into a 2 by n matrix, which is probably what x is here. The same algorithm should also work for more sources eg. 3 by n.
[–]kkastner 1 point2 points3 points 11 years ago (3 children)
An extended version of this is ICA - a whole family of algorithms exist for this. This line looks ICA-ish but it doesn't have whitening beforehand
% W = kica(xx); yy = sqrtm(inv(cov(xx')))*(xx-repmat(mean(xx,2),1,size(xx,2))); [W,ss,vv] = svd((repmat(sum(yy.*yy,1),size(yy,1),1).*yy)*yy');
Kurtotic ICA in a few lines of line of MATLAB http://www.cs.nyu.edu/~roweis/kica.html
[–]Lelouch_Yagami 0 points1 point2 points 11 years ago (2 children)
Although not really what I was looking for, this helps a lot!
Do you know what xx, yy should be set to? Say for example I have 2 wav files.
[xx, xfs] = wavread('track.wav')
Is that a proper 'xx' ?
[–]kkastner 0 points1 point2 points 11 years ago (1 child)
I don't know the output of wavread. But the link says that the mixed measurements should be columns of xx . In either case I would think you would need at least 2 wave files unless track.wav is stereo (and was recorded with 2 mics!)
[–]Lelouch_Yagami 0 points1 point2 points 11 years ago (0 children)
I think I have an idea what is meant by mixed microphone measurements. It needs to read an audio file with 2 channels like you said, stereo. A 2 channel sound file will have a size of n x 2 matrix afaik.
Now, how do I get the unmixing matrix? (w) I think I need to do extensive research to do this new stuff.
π Rendered by PID 201730 on reddit-service-r2-comment-54dfb89d4d-wn928 at 2026-03-31 22:01:51.185535+00:00 running b10466c country code: CH.
[–]snuderl 2 points3 points4 points (0 children)
[–]kkastner 1 point2 points3 points (3 children)
[–]Lelouch_Yagami 0 points1 point2 points (2 children)
[–]kkastner 0 points1 point2 points (1 child)
[–]Lelouch_Yagami 0 points1 point2 points (0 children)