large 3D Matrix calculation
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Hi All I have two large matrix and I want to calculate an expression without for loop. this expression is something like matrix d as below
f=[f1 f2 f3]
r=[r1 r2 r3]
d=[f1-r1 f2-r1 f3-r1
f1-r2 f2-r2 f3-r2
f1-r3 f2-r2 f3-r3]
can any one help me?! consider that size(f)=1*1*400 and size(r)=50*50*900 and fii=f(1,1,ii) and rjj=r(:,:,jj)
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Accepted Answer
Stephen23
on 20 Jan 2015
Edited: Stephen23
on 21 Jan 2015
You gave this code in a comment to my other answer:
size(f)==[1,350]
size(r)==[50,50,900]
for ii=1:350
for jj=1:900
s(ii,jj) = sum(sum(sum( repmat(f(ii),[50,50,1]) - r(:,:,jj) ))) ;
end
end
You can try this instead:
A = 50*50*reshape(f,1,[]);
B = reshape(sum(sum(r,1),2),[],1);
C = bsxfun(@minus,A,B);
It produces the same result as your nested loops.
More Answers (2)
Stephen23
on 20 Jan 2015
Edited: Stephen23
on 20 Jan 2015
f = [f1,f2,f3];
r = [r1,r2,r3];
d = bsxfun(@minus,f,r.');
bsxfun calculates the output without requiring large intermediate arrays (eg using repmat). Although, depending on the size of d, you might still run out of memory...
3 Comments
John D'Errico
on 20 Jan 2015
The heartache of those who write code - shifting specs. The correct answer to the question asked but not the question intended. :)
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