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Create a d-dimensional tensor dynamically

Tags:

matlab

tensor

I would like to create a d-dimensional tensor using d as an input and without the if statement as below:

if d == 2
   B = zeros(r,r);
   for i = 1:r
       B(i,i) = 1;
   end                
elseif d == 3
   B = zeros(r,r,r);
   for i = 1:r
       B(i,i,i) = 1;
   end
end

Is there a more efficient way?

like image 306
baptiste Avatar asked Apr 24 '26 04:04

baptiste


1 Answers

You can use accumarray:

f = @(d,r)accumarray(repmat((1:r).',1 , d), 1);

> f(2,5)
=
1   0   0   0   0
0   1   0   0   0
0   0   1   0   0
0   0   0   1   0
0   0   0   0   1

Here is the basic signature of accumarray:

accumarray( subs , val )

Using accumarray we can create an n-dimensional array where subs represents the position of points that will be filled in the array and val represents the value of them.

If subs provided as a matrix , its number of columns determines the number of dimensions of the resultant array and each row represents position of each point.

For example for d = 2 and r = 5 we want to create a (5 x 5) array that has 1s in the following positions: [1 1],[2 2],[3 3],[4 4],[5 5].

Using repmat we can create subs:

subs = repmat ((1:5).' , 1, 2)

=
1 1
2 2
3 3
4 4
5 5

val is set to 1 so all specified positions will be filled by 1.

.

like image 171
rahnema1 Avatar answered Apr 26 '26 14:04

rahnema1



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