Why does lu function yield different lower triangle matrix if I return [L,U] rather than [L, U, P]?
32 views (last 30 days)
Christine Tobler on 18 May 2022
The LU decomposition really involves three new matrices: An upper-triangular matrix U, a lower-triangular matrix L, and a permutation matrix P. This is what the three-output syntax returns:
A = [10,-7,0;-3,2,6;5,-1,5]
[L, U, P] = lu(A)
Unfortunately, lu also has a 2-output syntax. However, since it wouldn't be numerically safe to just compute L and U without a permutation matrix, internally we still compute all three matrices, and then return the first output as P'*L
[L2, U2] = lu(A);
So the result of two-output LU satisfies A == L*U, but the output L isn't a lower-triangular matrix as one might expect.
You can argue that it would be better if the LU function didn't have a two-output syntax at all, but that decision was made a long time ago, and was probably based on the point that most people think of LU as a two-matrix decomposition, without thinking of the necessary permutation vector.
More Answers (1)
Steven Lord on 18 May 2022
From the documentation page for the lu function:
"[L,U] = lu(A) returns an upper triangular matrix U and a matrix L, such that A = L*U. Here, L is a product of the inverse of the permutation matrix and a lower triangular matrix.
[L,U,P] = lu(A) returns an upper triangular matrix U, a lower triangular matrix L, and a permutation matrix P, such that P*A = L*U. The syntax lu(A,'matrix') is identical."