NAG Library Routine Document
G05RDF
1 Purpose
G05RDF sets up a reference vector and generates an array of pseudorandom numbers from a Normal (Gaussian) copula with covariance matrix .
2 Specification
SUBROUTINE G05RDF ( |
MODE, N, M, C, LDC, R, LR, STATE, X, LDX, IFAIL) |
INTEGER |
MODE, N, M, LDC, LR, STATE(*), LDX, IFAIL |
REAL (KIND=nag_wp) |
C(LDC,M), R(LR), X(LDX,M) |
|
3 Description
The Gaussian copula,
, is defined by
where
is the number of dimensions,
is the multivariate Normal density function with mean zero and covariance matrix
and
is the inverse of the univariate Normal density function with mean zero and variance
.
G05RZF is used to generate a vector from a multivariate Normal distribution and
G01EAF is used to convert each element of that vector into a uniformly distributed value between zero and one.
One of the initialization routines
G05KFF (for a repeatable sequence if computed sequentially) or
G05KGF (for a non-repeatable sequence) must be called prior to the first call to G05RDF.
4 References
Nelsen R B (1998) An Introduction to Copulas. Lecture Notes in Statistics 139 Springer
Sklar A (1973) Random variables: joint distribution functions and copulas Kybernetika 9 499–460
5 Parameters
- 1: – INTEGERInput
-
On entry: a code for selecting the operation to be performed by the routine.
- Set up reference vector only.
- Generate variates using reference vector set up in a prior call to G05RDF.
- Set up reference vector and generate variates.
Constraint:
, or .
- 2: – INTEGERInput
-
On entry: , the number of random variates required.
Constraint:
.
- 3: – INTEGERInput
-
On entry: , the number of dimensions of the distribution.
Constraint:
.
- 4: – REAL (KIND=nag_wp) arrayInput
-
On entry: the covariance matrix of the distribution. Only the upper triangle need be set.
Constraint:
must be positive semidefinite to machine precision.
- 5: – INTEGERInput
-
On entry: the first dimension of the array
C as declared in the (sub)program from which G05RDF is called.
Constraint:
.
- 6: – REAL (KIND=nag_wp) arrayCommunication Array
-
On entry: if , the reference vector as set up by G05RDF in a previous call with or .
On exit: if or , the reference vector that can be used in subsequent calls to G05RDF with .
- 7: – INTEGERInput
-
On entry: the dimension of the array
R as declared in the (sub)program from which G05RDF is called. If
, it must be the same as the value of
LR specified in the prior call to G05RDF with
or
.
Constraint:
.
- 8: – INTEGER arrayCommunication Array
-
Note: the actual argument supplied
must be the array
STATE supplied to the initialization routines
G05KFF or
G05KGF.
On entry: contains information on the selected base generator and its current state.
On exit: contains updated information on the state of the generator.
- 9: – REAL (KIND=nag_wp) arrayOutput
-
On exit: the array of values from a multivariate Gaussian copula, with holding the th dimension for the th variate.
- 10: – INTEGERInput
-
On entry: the first dimension of the array
X as declared in the (sub)program from which G05RDF is called.
Constraint:
.
- 11: – INTEGERInput/Output
-
On entry:
IFAIL must be set to
,
. If you are unfamiliar with this parameter you should refer to
Section 3.3 in the Essential Introduction for details.
For environments where it might be inappropriate to halt program execution when an error is detected, the value
is recommended. If the output of error messages is undesirable, then the value
is recommended. Otherwise, if you are not familiar with this parameter, the recommended value is
.
When the value is used it is essential to test the value of IFAIL on exit.
On exit:
unless the routine detects an error or a warning has been flagged (see
Section 6).
6 Error Indicators and Warnings
If on entry
or
, explanatory error messages are output on the current error message unit (as defined by
X04AAF).
Errors or warnings detected by the routine:
-
On entry, .
Constraint: , or .
-
On entry, .
Constraint: .
-
On entry, .
Constraint: .
-
On entry, the covariance matrix is not positive semidefinite to machine precision.
-
On entry, and .
Constraint: .
-
M is not the same as when
R was set up in a previous call.
Previous value of
and
.
-
On entry,
LR is not large enough,
: minimum length required
.
-
On entry,
STATE vector has been corrupted or not initialized.
-
On entry, and .
Constraint: .
An unexpected error has been triggered by this routine. Please
contact
NAG.
See
Section 3.8 in the Essential Introduction for further information.
Your licence key may have expired or may not have been installed correctly.
See
Section 3.7 in the Essential Introduction for further information.
Dynamic memory allocation failed.
See
Section 3.6 in the Essential Introduction for further information.
7 Accuracy
See
Section 7 in G05RZF for an indication of the accuracy of the underlying multivariate Normal distribution.
8 Parallelism and Performance
G05RDF is threaded by NAG for parallel execution in multithreaded implementations of the NAG Library.
G05RDF 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 routine. Please also consult the
Users' Note for your implementation for any additional implementation-specific information.
The time taken by G05RDF is of order .
It is recommended that the diagonal elements of should not differ too widely in order of magnitude. This may be achieved by scaling the variables if necessary. The actual matrix decomposed is , where is a diagonal matrix with small positive diagonal elements. This ensures that, even when is singular, or nearly singular, the Cholesky factor corresponds to a positive definite covariance matrix that agrees with within machine precision.
10 Example
This example prints ten pseudorandom observations from a Normal copula with covariance matrix
generated by G05RDF. All ten observations are generated by a single call to G05RDF with
. The random number generator is initialized by
G05KFF.
10.1 Program Text
Program Text (g05rdfe.f90)
10.2 Program Data
Program Data (g05rdfe.d)
10.3 Program Results
Program Results (g05rdfe.r)