about nested for loop

i have three matrices A,B,C of size N*N. and I have a nested for loop code as given here,
D=0;
for i=1:N
for j=1:N
for k=1:N
for l=1:N
D = D + A(k,l) * B(i,j) * C(i,k) * C(j,l);
end
end
end
end
Now for a large value of N (say N=500), this code is taking a lot of time to execute. I want to know what is the procedure to improve this code so that it executes faster.
thanks in advance for any help.

Risposte (2)

Teja Muppirala
Teja Muppirala il 20 Mag 2012

2 voti

D=sum(sum(B.*(C*A*C')))
Walter Roberson
Walter Roberson il 19 Mag 2012
B(i,j) * C(i,k) can be calculated at the "for k" level. Call that BC. Then you have simplified to
for l=1:N
D = D + BC * A(k,l) * C(j,l);
end
and that can be vectorized along l without a loop.
D = D + BC * sum(A(k,:) .* C(j,:));
After that you may be able to make further optimizations.
Can you rewrite what you are doing in terms of matrix multiplication?

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t g
il 19 Mag 2012

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