Intrinsic stochastic differential equations as jets
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Accepted version
Author(s)
Armstrong, John
Brigo, D
Type
Journal Article
Abstract
We explain how Itô stochastic differential equations
(SDEs) on manifolds may be defined using 2-jets of
smooth functions. We show how this relationship can
be interpreted in terms of a convergent numerical
scheme. We also show how jets can be used to
derive graphical representations of Itô SDEs, and we
show how jets can be used to derive the differential
operators associated with SDEs in a coordinatefree
manner. We relate jets to vector flows, giving
a geometric interpretation of the Itô–Stratonovich
transformation. We show how percentiles can be used
to give an alternative coordinate-free interpretation of
the coefficients of one-dimensional SDEs. We relate
this to the jet approach. This allows us to interpret
the coefficients of SDEs in terms of ‘fan diagrams’. In
particular, the median of an SDE solution is associated
with the drift of the SDE in Stratonovich form for small
times.
(SDEs) on manifolds may be defined using 2-jets of
smooth functions. We show how this relationship can
be interpreted in terms of a convergent numerical
scheme. We also show how jets can be used to
derive graphical representations of Itô SDEs, and we
show how jets can be used to derive the differential
operators associated with SDEs in a coordinatefree
manner. We relate jets to vector flows, giving
a geometric interpretation of the Itô–Stratonovich
transformation. We show how percentiles can be used
to give an alternative coordinate-free interpretation of
the coefficients of one-dimensional SDEs. We relate
this to the jet approach. This allows us to interpret
the coefficients of SDEs in terms of ‘fan diagrams’. In
particular, the median of an SDE solution is associated
with the drift of the SDE in Stratonovich form for small
times.
Date Issued
2018-02-28
Date Acceptance
2018-01-17
Citation
Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences, 2018, 474 (2210)
ISSN
1364-5021
Publisher
Royal Society, The
Journal / Book Title
Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences
Volume
474
Issue
2210
Copyright Statement
© 2018 The Author(s) Published by the Royal Society. All rights reserved.
Subjects
Science & Technology
Multidisciplinary Sciences
Science & Technology - Other Topics
stochastic differential equations
stochastic differential geometry
stochastic differential equations on manifolds
Ito calculus
Stratonovich calculus
jet bundle
MANIFOLD
01 Mathematical Sciences
02 Physical Sciences
09 Engineering
Notes
The journal requires that access to the full text must be embargoed for 12 months from publication. This means that the full text version can be made available in March 2019.
Publication Status
Published
Article Number
20170559
Date Publish Online
2018-02-14