NAG Library Routine Document
G05XBF
Note: before using this routine, please read the Users' Note for your implementation to check the interpretation of bold italicised terms and other implementation-dependent details.
1 Purpose
G05XBF uses a Brownian bridge algorithm to construct sample paths for a free or non-free Wiener process. The initialization routine
G05XAF must be called prior to the first call to G05XBF.
2 Specification
SUBROUTINE G05XBF (
NPATHS,
RCORD,
D,
START,
A,
TERM,
Z,
LDZ,
C,
LDC,
B,
LDB,
RCOMM,
IFAIL)
INTEGER
NPATHS, RCORD, D, A, LDZ, LDC, LDB, IFAIL
REAL (KIND=nag_wp)
START(D), TERM(D), Z(LDZ,*), C(LDC,*), B(LDB,*), RCOMM(*)
3 Description
For details on the Brownian bridge algorithm and the bridge construction order see
Section 2.6 in the G05 Chapter Introduction and
Section 3 in G05XAF. Recall that the terms Wiener process (or free Wiener process) and Brownian motion are often used interchangeably, while a non-free Wiener process (also known as a Brownian bridge process) refers to a process which is forced to terminate at a given point.
4 References
Glasserman P (2004) Monte Carlo Methods in Financial Engineering Springer
5 Parameters
Note: the following variable is used in the parameter descriptions:
, the length of the array
TIMES passed to the initialization routine
G05XAF.
- 1: NPATHS – INTEGERInput
On entry: the number of Wiener sample paths to create.
Constraint:
.
- 2: RCORD – INTEGERInput
On entry: the order in which Normal random numbers are stored in
Z and in which the generated values are returned in
B.
Constraint:
or .
- 3: D – INTEGERInput
On entry: the dimension of each Wiener sample path.
Constraint:
.
- 4: START(D) – REAL (KIND=nag_wp) arrayInput
On entry: the starting value of the Wiener process.
- 5: A – INTEGERInput
On entry: if
, a free Wiener process is created beginning at
START and
TERM is ignored.
If
, a non-free Wiener process is created beginning at
START and ending at
TERM.
Constraint:
or .
- 6: TERM(D) – REAL (KIND=nag_wp) arrayInput
On entry: the terminal value at which the non-free Wiener process should end. If
,
TERM is ignored.
- 7: Z(LDZ,) – REAL (KIND=nag_wp) arrayInput/Output
-
Note: the second dimension of the array
Z
must be at least
if
and at least
if
.
On entry: the Normal random numbers used to construct the sample paths.
If
and quasi-random numbers are used, the
, where
-dimensional quasi-random points should be stored in successive columns of
Z.
If
and quasi-random numbers are used, the
, where
-dimensional quasi-random points should be stored in successive rows of
Z.
On exit: the Normal random numbers premultiplied by
C.
- 8: LDZ – INTEGERInput
On entry: the first dimension of the array
Z as declared in the (sub)program from which G05XBF is called.
Constraints:
- if , ;
- if , .
- 9: C(LDC,) – REAL (KIND=nag_wp) arrayInput
-
Note: the second dimension of the array
C
must be at least
.
On entry: the lower triangular Cholesky factorization
such that
gives the covariance matrix of the Wiener process. Elements of
C above the diagonal are not referenced.
- 10: LDC – INTEGERInput
On entry: the first dimension of the array
C as declared in the (sub)program from which G05XBF is called.
Constraint:
.
- 11: B(LDB,) – REAL (KIND=nag_wp) arrayOutput
-
Note: the second dimension of the array
B
must be at least
if
and at least
if
.
On exit: the values of the Wiener sample paths.
Let denote the th dimension of the th point of the th sample path where , and .
If , the point will be stored at .
If , the point will be stored at .
The starting value
START is never stored, whereas the terminal value is always stored.
- 12: LDB – INTEGERInput
On entry: the first dimension of the array
B as declared in the (sub)program from which G05XBF is called.
Constraints:
- if , ;
- if , .
- 13: RCOMM() – REAL (KIND=nag_wp) arrayCommunication Array
-
On entry: communication array as returned by the last call to
G05XAF or G05XBF. This array must not be directly modified.
- 14: IFAIL – 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,
RCOMM was not initialized or has been corrupted.
On entry,
RCOMM was not initialized or has been corrupted.
On entry,
RCOMM was not initialized or has been corrupted.
-
On entry, .
Constraint: .
-
On entry, the value of
RCORD is invalid.
-
On entry, .
Constraint: .
-
On entry, .
Constraint: .
-
On entry, and .
Constraint: .
On entry, and .
Constraint: .
-
On entry, .
Constraint: .
-
On entry, and .
Constraint: .
On entry, and .
Constraint: .
-
Dynamic memory allocation failed.
7 Accuracy
Not applicable.
None.
9 Example
This example calls G05XBF,
G05XAF and
G05XEF to generate two sample paths of a three dimensional non-free Wiener process. The process starts at zero and each sample path terminates at the point
. Quasi-random numbers are used to construct the sample paths.
9.1 Program Text
Program Text (g05xbfe.f90)
9.2 Program Data
None.
9.3 Program Results
Program Results (g05xbfe.r)