How to multiply two matrices

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carlas
carlas 2011 年 11 月 24 日
Hello,
For example I would like to multiply the following two matrices:
A = rand([10,10,10]);
B = rand([10,10,10]);
defined by:
for i=1:size(A,3)
C(:,:,i)= A(:,:,i)*B(:,:,i);
end
The question is: is this possible without the use of a for loop? Kind regards, Carlas
  2 件のコメント
umar siyab
umar siyab 2011 年 11 月 24 日
no its not possible without the use of loop because u have to multiply every element in the matrix with other matrix..
Jan
Jan 2011 年 11 月 24 日
What are the real dimensions in your problem? It matters if size(A, 3) is much larger or much smaller than size(A, 1) and size(A, 2).

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採用された回答

Andrei Bobrov
Andrei Bobrov 2011 年 11 月 24 日
[m n p]= size(A);
o1 = ones(p,1));
out = cell2mat(cellfun(@mtimes,mat2cell(A,m,n,o1),mat2cell(B,m,n,o1),'un',0));
ADD
[m,n,p] = size(A);
out0 = bsxfun(@times,reshape(A,m,[]),reshape(permute(B,[1 3 2]),1,[],n));
out = reshape(sum(reshape(permute(out0,[1 3 2]),m,m,n,[]),3),m,n,[]);
or for out
out = permute(blockproc(out0,[m n],@(block_struct)sum(block_struct.data,2)),[1 3 2]);

その他の回答 (3 件)

Titus Edelhofer
Titus Edelhofer 2011 年 11 月 24 日
Hi Carlas,
probably yes. But in this case probably the loop is not your worst option, as long as you initialize
C = zeros(size(A,2), size(B,1), size(A,3));
before the loop.
Titus
  1 件のコメント
Jan
Jan 2011 年 11 月 24 日
I do not completely agree with you, Titus: Instead of "not the worst" I'd claim, it is at least "very good". +1
James Tursa's MTIMESX (http://www.mathworks.com/matlabcentral/fileexchange/25977-mtimesx-fast-matrix-multiply-with-multi-dimensional-support ) can handle such tasks efficiently.

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carlas
carlas 2011 年 11 月 24 日
A = rand([10,10,10]);
[m n p]= size(A);
tic
o1 = ones(p,1);
out = cell2mat(cellfun(@mtimes,mat2cell(A,m,n,o1),mat2cell(A,m,n,o1),'un',0));
t1 = toc;
tic
C = zeros([10,10,10]);
for i=1:size(A,3)
C(:,:,i) = A(:,:,i)'*A(:,:,i);
end
t2 = toc;
xFaster = t2/t1
xFaster =
0.5072
The for loop is faster. Based on the above answers I assume that the for loop is the most optimal implementation if the final matrix is initialized. However, it is possible to do without.
  1 件のコメント
Jan
Jan 2011 年 11 月 24 日
I definitely prefer the loop. Especially for large inputs it has a much smaller memory footprint than the CELL method. For A=rand(100,100,1000) the loop is 3 times faster.

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carlas
carlas 2011 年 11 月 24 日
Thanks Titus and Andrei!

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