How to vectorize random permutation of data
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I need to randomly permute a set of data, and I need to do it 10,000 or more times, so I need to do it efficiently. Below is an example of how I'm doing it (with randomly generated data standing in for real data). I feel like there should be a way to vectorize the permutation process instead of the for-loop I'm using, but I can't think of how to do it. I need a method that works for any number of data points--i.e., below I am permuting two data points for each hypothetical subject, but I need to generalize to three, four, etc.
data = rand(24, 2);
for j = 1:24
perm_data(i, :) = data(i, randperm(2));
end
%Do some calculations on the permuted data here
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Roger Stafford
2016-11-28
编辑：Roger Stafford
2016-11-28
You wish to randomly permute each of the rows of ‘data’. Then do this:
(Simplified)
[m,n] = size(data);
[~,p] = sort(rand(m,n),2);
perm_data = reshape(data(repmat((1-m:0).’,n,1)+p(:)*m),m,n);
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