Randomise the upper triangle of a matrix

How can I randomise the elements only in the upper triangle of a square matrix? I want to randomise only the upper triangle elements 10,000 times, each time the upper triangle is different. Please suggest a solution.
Many thanks
Kyle

1 Commento

Kyle
Kyle il 21 Ago 2014
Modificato: Kyle il 22 Ago 2014
Thanks all experts providing solution to my concern. Especially thanks to Roger Stafford. Roger's answer invokes a solution to randomise the upper-triangle element locations:
M = magic(5)
up_ind = find(triu(ones(size(M,1)),1)==1);
up_length = length(up_ind);
up_elements = M(up_ind);
for k = 1: 5
M(up_ind) = up_elements(randperm(up_length) );
out(:,:,k) = M;
end
So the 5 generated matrix will have the same lower-triangle but different upper triangles in which elements' positions are randomised.

Accedi per commentare.

 Risposta accettata

If you are going to do this randomization 10000 times, you would want it to be as efficient as possible. Here is a possible way. Let the matrix be of size n x n. (Note that I am assuming by the upper triangular part of a matrix you mean the part above the main diagonal but not including the diagonal.)
Do this just once and save f and n2:
f = find(triu(ones(n),1)==1);
n2 = length(f);
Then each of the 10000 times if your n x n matrix is M, do this:
M(f) = rand(n2,1); % Or use randn or any other random number function
You accomplish the randomization in one line and with only n*(n-1)/2 calls on the random number function.

4 Commenti

I guess this should be most effective in respect of both time and memory overhead. +1
You could skip the find with:
n2 = nnz(triu(ones(numel(M))))
Kyle needs 'f' to address the location in M to be randomized. Also the n2 value here is too large. It would be n^2*(n^2-1)/2.
Ahh, I see what you're saying.

Accedi per commentare.

Più risposte (2)

a(logical(triu(ones(size(a))))) = rand(1, sum(sum(triu(ones(size(a))))));
The sum(sum expression is just to find how many random numbers to generate.
Patrik Ek
Patrik Ek il 21 Ago 2014
Modificato: Patrik Ek il 21 Ago 2014
Try the triu function that extracts the upper triangular part of a matrix.
b = ones(10);
a = randn(10);
aUpper = triu(a);
b(aUpper ~= 0) = aUpper(aUpper~=0); % To replace the upper elements in b.
Another solution is:
b = ones(10);
bL = tril(b);
a = randn(10);
aU = triu(a);
c = bL+aU;
I think I would do it as in the first example, but if you want you can try both and select the one you want. Of course you will need to create some kind of loop and do some stuff to save the matrices (or may use them and discard them, or whatever you need). However, from here you should be able to handle it by yourself.
Good luck!

2 Commenti

Dear Patrik, your method will randomise the whole matrix. What my attempt is to fix the lower triangle of the matrix while manipulating the upper triangle.
The purpose were to show a way to create a random upper triangular matrix. The guess was that you would be able to finish the script by yourself then. Have you tried to solve the problem yourself? Ok I will update my answer.

Accedi per commentare.

Categorie

Richiesto:

il 21 Ago 2014

Modificato:

il 22 Ago 2014

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

Translated by