Program g02aafe
! G02AAF Example Program Text
! Mark 27.3 Release. NAG Copyright 2021.
! .. Use Statements ..
Use nag_library, Only: f06rcf, g02aaf, nag_wp, x04caf
! .. Implicit None Statement ..
Implicit None
! .. Parameters ..
Integer, Parameter :: nin = 5, nout = 6
! .. Local Scalars ..
Real (Kind=nag_wp) :: dist, errtol, nrmgrd
Integer :: feval, i, ifail, iter, j, lda, ldg, &
ldx, maxit, maxits, n
Character (1) :: uplo
! .. Local Arrays ..
Real (Kind=nag_wp), Allocatable :: a(:,:), g(:,:), work(:), x(:,:)
Integer, Allocatable :: iwork(:)
! .. Executable Statements ..
Write (nout,*) 'G02AAF Example Program Results'
Write (nout,*)
Flush (nout)
! Skip heading in data file
Read (nin,*)
! Read in the problem size
Read (nin,*) n
lda = n
ldg = n
ldx = n
Allocate (a(lda,n),g(ldg,n),iwork(n),work(n),x(ldx,n))
! Read in the matrix G
Read (nin,*)(g(i,1:n),i=1,n)
uplo = 'L'
! Copy G into A to compute a bound on the distance to the NCM
! We assume G is symmetric and copy only the lower triangle
Do j = 1, n
Do i = j, n
a(i,j) = g(i,j)
End Do
End Do
Call compute_bound(dist,uplo,n,g,ldg,a,lda,work,iwork,ifail)
Write (nout,*)
Write (nout,99999) 'Upper bound on the distance to the NCM:', dist
Write (nout,*)
! A was overwritten by compute_bound. In order to compute the actual
! distance to the nearest correlation matrix, store another copy of G in A
Do j = 1, n
Do i = j, n
a(i,j) = g(i,j)
End Do
End Do
! Use the defaults for ERRTOL, MAXITS and MAXIT
errtol = 0.0E0_nag_wp
maxits = 0
maxit = 0
! Calculate nearest correlation matrix
ifail = 0
Call g02aaf(g,ldg,n,errtol,maxits,maxit,x,ldx,iter,feval,nrmgrd,ifail)
! Compute distance between the original input matrix and the nearest
! correlation matrix
Do j = 1, n
Do i = j, n
a(i,j) = a(i,j) - x(i,j)
End Do
End Do
dist = f06rcf('F',uplo,n,a,lda,work)
! Display results
ifail = 0
Call x04caf('General',' ',n,n,x,ldx,'Nearest Correlation Matrix',ifail)
Write (nout,*)
Write (nout,99999) 'Distance between G and X:', dist
Write (nout,99998) 'Number of Newton steps taken:', iter
Write (nout,99997) 'Number of function evaluations:', feval
99999 Format (1X,A,F15.3)
99998 Format (1X,A,I11)
99997 Format (1X,A,I9)
Contains
Subroutine compute_bound(bound,uplo,n,g,ldg,a,lda,offdiag,ipiv,ifail)
! Compute a bound on the distance between G and the nearest
! correlation matrix using the modified Cholesky factorization.
! .. Use Statements ..
Use nag_library, Only: f01mdf, f01mef
! .. Implicit None Statement ..
Implicit None
! .. Scalar Arguments ..
Real (Kind=nag_wp), Intent (Out) :: bound
Integer, Intent (Out) :: ifail
Integer, Intent (In) :: lda, ldg, n
Character (1), Intent (In) :: uplo
! .. Array Arguments ..
Real (Kind=nag_wp), Intent (Inout) :: a(lda,n)
Real (Kind=nag_wp), Intent (In) :: g(ldg,n)
Real (Kind=nag_wp), Intent (Out) :: offdiag(n)
Integer, Intent (Out) :: ipiv(n)
! .. Local Scalars ..
Real (Kind=nag_wp) :: delta
Integer :: i, j
! .. Local Arrays ..
Real (Kind=nag_wp) :: work(1)
! .. Intrinsic Procedures ..
Intrinsic :: sqrt
! .. Executable Statements ..
delta = 1.0E-7_nag_wp
! Compute the modified Cholesky factorization of G
ifail = 0
Call f01mdf(uplo,n,a,lda,offdiag,ipiv,delta,ifail)
! Compute the perturbed matrix G + E and store in A
ifail = 0
Call f01mef(uplo,n,a,lda,offdiag,ipiv,ifail)
! Overwrite A with D^(-1/2)(G + E)D^(-1/2) - G
! where D = diag(G + E)
Do j = 1, n
Do i = j + 1, n
a(i,j) = a(i,j)/sqrt(a(i,i)*a(j,j)) - g(i,j)
End Do
a(j,j) = 1.0E0_nag_wp - g(j,j)
End Do
! Bound is given by ||D^(-1/2)(G + E)D^(-1/2) - G||
bound = f06rcf('F',uplo,n,a,lda,work)
End Subroutine compute_bound
End Program g02aafe