Intrinsic stochastic differential equations as jets

被引:12
作者
Armstrong, J. [1 ]
Brigo, D. [2 ]
机构
[1] Kings Coll London, Dept Math, London WC2R 2LS, England
[2] Imperial Coll London, Dept Math, London SW7 2AZ, England
来源
PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES | 2018年 / 474卷 / 2210期
关键词
stochastic differential equations; stochastic differential geometry; stochastic differential equations on manifolds; Ito calculus; Stratonovich calculus; jet bundle; MANIFOLD;
D O I
10.1098/rspa.2017.0559
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
We explain how Ito 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 Ito 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 Ito-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.
引用
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页数:28
相关论文
共 37 条
[1]  
[Anonymous], 1989, GEOMETRY JET BUNDLES, DOI DOI 10.1017/CBO9780511526411
[2]  
[Anonymous], 2002, STOCHASTIC ANAL MANI
[3]  
[Anonymous], 2012, Artificial intelligence and statistics
[4]  
[Anonymous], 1987, Diffusions, markov processes, and martingales
[5]  
Armstrong J, 2017, WORKING PAPER
[6]  
Armstrong J, 2016, COORDINATE FREE STOC
[7]  
Armstrong J., 2016, Optimal approximation of SDEs on submanifolds: The Ito-vector and Ito-jet projections
[8]  
Armstrong J, 2017, SIGNALS COMMUN TECHN, P101, DOI 10.1007/978-3-319-47058-0_5
[9]  
Belopolskaja Y, 1990, MATH ITS APPL, V30
[10]  
Brzezniak Z., 2000, METHODS FUNCT ANAL T, V6, P43