The function may be called by the names: f08zsc, nag_lapackeig_zggqrf or nag_zggqrf.
3Description
f08zsc forms the generalized factorization of an matrix and an matrix
where is an unitary matrix, is a unitary matrix and and are of the form
with upper triangular,
with or upper triangular.
In particular, if is square and nonsingular, the generalized factorization of and implicitly gives the factorization of as
4References
Anderson E, Bai Z, Bischof C, Blackford S, Demmel J, Dongarra J J, Du Croz J J, Greenbaum A, Hammarling S, McKenney A and Sorensen D (1999) LAPACK Users' Guide (3rd Edition) SIAM, Philadelphia https://www.netlib.org/lapack/lug
Anderson E, Bai Z and Dongarra J (1992) Generalized factorization and its applications Linear Algebra Appl. (Volume 162–164) 243–271
Hammarling S (1987) The numerical solution of the general Gauss-Markov linear model Mathematics in Signal Processing (eds T S Durrani, J B Abbiss, J E Hudson, R N Madan, J G McWhirter and T A Moore) 441–456 Oxford University Press
Paige C C (1990) Some aspects of generalized factorizations . In Reliable Numerical Computation (eds M G Cox and S Hammarling) 73–91 Oxford University Press
5Arguments
1: – Nag_OrderTypeInput
On entry: the order argument specifies the two-dimensional storage scheme being used, i.e., row-major ordering or column-major ordering. C language defined storage is specified by . See Section 3.1.3 in the Introduction to the NAG Library CL Interface for a more detailed explanation of the use of this argument.
Constraint:
or .
2: – IntegerInput
On entry: , the number of rows of the matrices and .
Constraint:
.
3: – IntegerInput
On entry: , the number of columns of the matrix .
Constraint:
.
4: – IntegerInput
On entry: , the number of columns of the matrix .
Constraint:
.
5: – ComplexInput/Output
Note: the dimension, dim, of the array a
must be at least
when
;
when
.
The th element of the matrix is stored in
when ;
when .
On entry: the matrix .
On exit: the elements on and above the diagonal of the array contain the upper trapezoidal matrix ( is upper triangular if ); the elements below the diagonal, with the array taua, represent the unitary matrix as a product of elementary reflectors (see Section 3.4.6 in the F08 Chapter Introduction).
6: – IntegerInput
On entry: the stride separating row or column elements (depending on the value of order) in the array a.
Constraints:
if ,
;
if , .
7: – ComplexOutput
On exit: the scalar factors of the elementary reflectors which represent the unitary matrix .
8: – ComplexInput/Output
Note: the dimension, dim, of the array b
must be at least
when
;
when
.
where appears in this document, it refers to the array element
when ;
when .
On entry: the matrix .
On exit: if , the upper triangle of the subarray contains the upper triangular matrix .
If , the elements on and above the th subdiagonal contain the upper trapezoidal matrix ; the remaining elements, with the array taub, represent the unitary matrix as a product of elementary reflectors (see Section 3.4.6 in the F08 Chapter Introduction).
9: – IntegerInput
On entry: the stride separating row or column elements (depending on the value of order) in the array b.
Constraints:
if ,
;
if , .
10: – ComplexOutput
On exit: the scalar factors of the elementary reflectors which represent the unitary matrix .
11: – NagError *Input/Output
The NAG error argument (see Section 7 in the Introduction to the NAG Library CL Interface).
6Error Indicators and Warnings
NE_ALLOC_FAIL
Dynamic memory allocation failed.
See Section 3.1.2 in the Introduction to the NAG Library CL Interface for further information.
NE_BAD_PARAM
On entry, argument had an illegal value.
NE_INT
On entry, .
Constraint: .
On entry, .
Constraint: .
On entry, .
Constraint: .
On entry, . Constraint: .
On entry, . Constraint: .
NE_INT_2
On entry, and .
Constraint: .
On entry, and .
Constraint: .
On entry, and .
Constraint: .
On entry, and .
Constraint: .
NE_INTERNAL_ERROR
An internal error has occurred in this function. Check the function call and any array sizes. If the call is correct then please contact NAG for assistance.
See Section 7.5 in the Introduction to the NAG Library CL Interface for further information.
NE_NO_LICENCE
Your licence key may have expired or may not have been installed correctly.
See Section 8 in the Introduction to the NAG Library CL Interface for further information.
7Accuracy
The computed generalized factorization is the exact factorization for nearby matrices and , where
and is the machine precision.
8Parallelism and Performance
f08zsc is threaded by NAG for parallel execution in multithreaded implementations of the NAG Library.
f08zsc makes calls to BLAS and/or LAPACK routines, which may be threaded within the vendor library used by this implementation. Consult the documentation for the vendor library for further information.
Please consult the X06 Chapter Introduction for information on how to control and interrogate the OpenMP environment used within this function. Please also consult the Users' Note for your implementation for any additional implementation-specific information.
9Further Comments
The unitary matrices and may be formed explicitly by calls to f08atc and f08cwc respectively. f08auc may be used to multiply by another matrix and f08cxc may be used to multiply by another matrix.
This example solves the general Gauss–Markov linear model problem
where
and
The solution is obtained by first computing a generalized factorization of the matrix pair . The example illustrates the general solution process, although the above data corresponds to a simple weighted least squares problem.