?ggglm

Developer Reference for Intel® oneAPI Math Kernel Library for Fortran

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ID 766686

Date 11/07/2023

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?ggglm

Solves a general Gauss-Markov linear model problem using a generalized QR factorization.

Syntax

call sggglm(n, m, p, a, lda, b, ldb, d, x, y, work, lwork, info)

call dggglm(n, m, p, a, lda, b, ldb, d, x, y, work, lwork, info)

call cggglm(n, m, p, a, lda, b, ldb, d, x, y, work, lwork, info)

call zggglm(n, m, p, a, lda, b, ldb, d, x, y, work, lwork, info)

call ggglm(a, b, d, x, y [,info])

Include Files

mkl.fi, lapack.f90

Description

The routine solves a general Gauss-Markov linear model (GLM) problem:

minimize_x ||y||₂ subject to d = A*x + B*y

where A is an n-by-m matrix, B is an n-by-p matrix, and d is a given n-vector. It is assumed that m≤n≤m+p, and rank(A) = m and rank(AB) = n.

Under these assumptions, the constrained equation is always consistent, and there is a unique solution x and a minimal 2-norm solution y, which is obtained using a generalized QR factorization of the matrices (A, B ) given by

In particular, if matrix B is square nonsingular, then the problem GLM is equivalent to the following weighted linear least squares problem

minimize_x ||B^-1(d-A*x)||₂.

Input Parameters

n

INTEGER. The number of rows of the matrices A and B (n≥ 0).

m

INTEGER. The number of columns in A (m≥ 0).

p

INTEGER. The number of columns in B (p≥n - m).

a, b, d, work

REAL for sggglm

DOUBLE PRECISION for dggglm

COMPLEX for cggglm

DOUBLE COMPLEX for zggglm.

Arrays:

a(lda,*) contains the n-by-m matrix A.

The second dimension of a must be at least max(1, m).

b(ldb,*) contains the n-by-p matrix B.

The second dimension of b must be at least max(1, p).

d(*), size at least max(1, n), contains the left hand side of the GLM equation.

work is a workspace array, its dimension max(1, lwork).

lda

INTEGER. The leading dimension of a; at least max(1, n).

ldb

INTEGER. The leading dimension of b; at least max(1, n).

lwork

INTEGER. The size of the work array; lwork≥ max(1, n+m+p).

If lwork = -1, then a workspace query is assumed; the routine only calculates the optimal size of the work array, returns this value as the first entry of the work array, and no error message related to lwork is issued by xerbla.

See Application Notes for the suggested value of lwork.

Output Parameters

x, y

REAL for sggglm

DOUBLE PRECISION for dggglm

COMPLEX for cggglm

DOUBLE COMPLEX for zggglm.

Arrays x(*), y(*). size at least max(1, m) for x and at least max(1, p) for y.

On exit, x and y are the solutions of the GLM problem.

a

On exit, the upper triangular part of the array a contains the m-by-m upper triangular matrix R.

b

On exit, if n ≤ p, the upper right triangle of the subarray b(1:n,p-n+1:p) contains the n-by-n upper triangular matrix T as returned by ?ggrqf; if n > p, the elements on and above the (n-p)-th subdiagonal contain the n-by-p upper trapezoidal matrix T.

d

On exit, d is destroyed

work(1)

If info = 0, on exit, work(1) contains the minimum value of lwork required for optimum performance.

info

INTEGER.

If info = 0, the execution is successful.

If info = -i, the i-th parameter had an illegal value.

If info = 1, the upper triangular factor R associated with A in the generalized QR factorization of the pair (A, B) is singular, so that rank(A) < m; the least squares solution could not be computed.

If info = 2, the bottom (n-m)-by-(n-m) part of the upper trapezoidal factor T associated with B in the generalized QR factorization of the pair (A, B) is singular, so that rank(AB) < n; the least squares solution could not be computed.

LAPACK 95 Interface Notes

Routines in Fortran 95 interface have fewer arguments in the calling sequence than their FORTRAN 77 counterparts. For general conventions applied to skip redundant or restorable arguments, see LAPACK 95 Interface Conventions.

Specific details for the routine ggglm interface are the following:

a: Holds the matrix A of size (n,m).
b: Holds the matrix B of size (n,p).
d: Holds the vector of length n.
x: Holds the vector of length (m).
y: Holds the vector of length (p).

Application Notes

For optimum performance, use

lwork≥m + min(n, p) + max(n, p)*nb,

where nb is an upper bound for the optimal blocksizes for ?geqrf, ?gerqf, ?ormqr/?unmqr and ?ormrq/?unmrq.

You may set lwork to -1. The routine returns immediately and provides the recommended workspace in the first element of the corresponding array (work). This operation is called a workspace query.

Note that if you set lwork to less than the minimal required value and not -1, the routine returns immediately with an error exit and does not provide any information on the recommended workspace.

Parent topic: Generalized Linear Least Squares (LLS) Problems: LAPACK Driver Routines

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Developer Reference for Intel® oneAPI Math Kernel Library for Fortran

?ggglm

Syntax

Include Files

Description

Input Parameters

Output Parameters

LAPACK 95 Interface Notes

Application Notes