Array multiplication along certain dimension?

80 vues (au cours des 30 derniers jours)
Visa Suomi
Visa Suomi le 21 Nov 2017
Commenté : Visa Suomi le 28 Nov 2017
I have a 4-D array with dimensions A = A1 x A2 x A3 x N and a vector with dimensions V = 1 x N. I would like to multiply each element in the array A with vector V along fourth dimension and take a sum along the same dimension to form a matrix B = A1 x A2 x A3. Currently I am using a loop to achieve this, but is there any faster method to achieve the same result? Thanks!
A1 = 3;
A2 = 3;
A3 = 3;
N = 10;
A = ones(A1, A2, A3, N);
V = ones(1, N);
B = NaN(A1, A2, A3);
for i = 1:A1
for j = 1:A2
for k = 1:A3
B(i,j,k) = squeeze(A(i,j,k,:))' * V';
end
end
end

Réponse acceptée

David Goodmanson
David Goodmanson le 24 Nov 2017
Modifié(e) : David Goodmanson le 24 Nov 2017
Hi Visa,
This seems to work
A1 = 2;
A2 = 3;
A3 = 4;
N = 7;
A = rand(A1, A2, A3, N);
V = rand(1, N);
% ---- method 1
B1 = NaN(A1, A2, A3);
for i = 1:A1
for j = 1:A2
for k = 1:A3
B1(i,j,k) = squeeze(A(i,j,k,:))' * V';
end
end
end
% ---- method 2
D = permute(A,[4 1 2 3]);
E = reshape(D,N,A1*A2*A3);
F = V*E;
B2 = reshape(F,A1,A2,A3);
max(max(max(max(abs(B1-B2))))) ans = 8.8818e-16
  1 commentaire
Visa Suomi
Visa Suomi le 27 Nov 2017
Hi David,
That works great. Thank you!

Connectez-vous pour commenter.

Plus de réponses (1)

James Tursa
James Tursa le 27 Nov 2017
Another way:
B = sum(bsxfun(@times,A,reshape(V,1,1,1,numel(V))),4);
Or in later versions of MATLAB:
B = sum(A.*reshape(V,1,1,1,numel(V)),4);
  1 commentaire
Visa Suomi
Visa Suomi le 28 Nov 2017
Thanks, they work with smaller grids, but I encounter memory problems with my array sizes with these functions. My array A = 120 x 132 x 132 x 120.

Connectez-vous pour commenter.

Catégories

En savoir plus sur Matrices and Arrays dans Help Center et File Exchange

Community Treasure Hunt

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

Start Hunting!

Translated by