An optimization approach to weak approximation of lévy-driven stochastic differential equations

被引:0
作者
Kashima K. [1 ]
Kawai R. [2 ]
机构
[1] Tokyo Institute of Technology, Meguro-ku, Tokyo 152-8552, 2-12-1, Oh-okayama
[2] University of Leicester
来源
Lecture Notes in Control and Information Sciences | 2010年 / 398卷
关键词
D O I
10.1007/978-3-540-93918-4_24
中图分类号
学科分类号
摘要
We propose an optimization approach to weak approximation of Lévy-driven stochastic differential equations. We employ a mathematical programming framework to obtain numerically upper and lower bound estimates of the target expectation, where the optimization procedure ends up with a polynomial programming problem. An advantage of our approach is that all we need is a closed form of the Lévy measure, not the exact simulation knowledge of the increments or of a shot noise representation for the time discretization approximation. We also investigate methods for approximation at some different intermediate time points simultaneously. © 2010 Springer-Verlag Berlin Heidelberg.
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页码:263 / 272
页数:9
相关论文
共 17 条
[1]  
Applebaum D., Ĺevy Processes and Stochastic Calculus, (2004)
[2]  
Bertsimas D., Popescu I., Sethuraman J., Moment problems and semidefinite programming, Handbook on Semidefinite Programming: Theory, pp. 469-509, (2000)
[3]  
Eriksson B., Pistorius M., A Method of Moments Approach to Pricing Double Barrier Contracts Driven by A General Class of Jump Diffusions, (2008)
[4]  
Helmes K., Rohl S., Stockbridge R.H., Computing moments of the exit time distribution for markov processes by linear programming, Operations Research, 49, 4, pp. 516-530, (2001)
[5]  
Kashima K., Kawai R., A Weak Approximation of Stochastic Differential Equations with Jumps Through Tempered Polynomial Programming, (2009)
[6]  
Khargonekar P.P., Yamamoto Y., Delayed signal reconstruction using sampled-data control, Proc. 35th Conf. Decision and Control, pp. 1259-1263, (1996)
[7]  
Kloeden P.E., Platen E., Numerical Solution of Stochastic Differential Equations, (1999)
[8]  
Lasserre J.B., Prieto-Rumeau T., SDP vs LP relaxations for the moment approach in some performance evaluation problems, Stochastic Models, 20, 4, pp. 439-456, (2004)
[9]  
Lasserre J.B., Prieto-Rumeau T., Zervos M., Pricing a class of exotic via moments and SDP relaxations, Mathematical Finance, 16, 3, pp. 469-494, (2006)
[10]  
Nagahara M., YY filter - A paradigm of digital signal processing, To Appear in Perspectives in Mathematical System Theory, (2010)