Algebraic structure of vector fields in financial diffusion models and its applications |
| |
Authors: | Yusuke Morimoto Makiko Sasada |
| |
Institution: | 1. The Bank of Tokyo-Mitsubishi UFJ, Ltd, 2-7-1 Marunouchi, Chiyoda-ku, Tokyo, 100-8388Japan.;2. Graduate School of Mathematical Sciences, The University of Tokyo, 3-8-1 Komaba, Meguro-ku, Tokyo, 153-8914Japan. |
| |
Abstract: | High-order discretization schemes of SDEs using free Lie algebra-valued random variables are introduced by Kusuoka Adv. Math. Econ., 2004, 5, 69–83], Adv. Math. Econ., 2013, 17, 71–120], Lyons–Victoir Proc. R. Soc. Lond. Ser. A Math. Phys. Sci., 2004, 460, 169–198], Ninomiya–Victoir Appl. Math. Finance, 2008, 15, 107–121] and Ninomiya–Ninomiya Finance Stochast., 2009, 13, 415–443]. These schemes are called KLNV methods. They involve solving the flows of vector fields associated with SDEs and it is usually done by numerical methods. The authors have found a special Lie algebraic structure on the vector fields in the major financial diffusion models. Using this structure, we can solve the flows associated with vector fields analytically and efficiently. Numerical examples show that our method reduces the computation time drastically. |
| |
Keywords: | Computational finance Option pricing Lie algebra SABR model Heston model |
|
|