spaugment - Form least-squares augmented system - MATLAB (original) (raw)
Main Content
Form least-squares augmented system
Syntax
S = spaugment(A,c) S = spaugment(A)
Description
S = spaugment(A,c)
creates the sparse, square, symmetric indefinite matrix S = [c*I A; A' 0]
. The matrixS
is related to the least-squares problem
by
r = b - A*x S * [r/c; x] = [b; 0]
The optimum value of the residual scaling factor c
, involves min(svd(A))
and norm(r)
, which are usually too expensive to compute.
S = spaugment(A)
without a specified value of c
, uses max(max(abs(A)))/1000
.
Note
In previous versions of MATLABĀ®, the augmented matrix was used by sparse linear equation solvers, \ and /, for nonsquare problems. Now, MATLAB calculates a least-squares solution using the qr factorization ofA
.
Extended Capabilities
Version History
Introduced before R2006a