Mercurial > matrix-functions
diff matrixcomp/gs_m.m @ 0:8f23314345f4 draft
Create local repository for matrix toolboxes. Step #0 done.
author | Antonio Pino Robles <data.script93@gmail.com> |
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date | Wed, 06 May 2015 14:56:53 +0200 |
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/matrixcomp/gs_m.m Wed May 06 14:56:53 2015 +0200 @@ -0,0 +1,21 @@ +function [Q, R] = gs_m(A) +%GS_M Modified Gram-Schmidt QR factorization. +% [Q, R] = GS_M(A) uses the modified Gram-Schmidt method to compute the +% factorization A = Q*R for m-by-n A of full rank, +% where Q is m-by-n with orthonormal columns and R is n-by-n. + +% Reference: +% N. J. Higham, Accuracy and Stability of Numerical Algorithms, +% Second edition, Society for Industrial and Applied Mathematics, +% Philadelphia, PA, 2002; sec 19.8. + +[m, n] = size(A); +Q = zeros(m,n); +R = zeros(n); + +for k=1:n + R(k,k) = norm(A(:,k)); + Q(:,k) = A(:,k)/R(k,k); + R(k,k+1:n) = Q(:,k)'*A(:,k+1:n); + A(:,k+1:n) = A(:,k+1:n) - Q(:,k)*R(k,k+1:n); +end