Application of Lie symmetries to solving modified Black-Scholes equation
Abstract
We perform Lie symmetry analysis on the modified Black-Scholes model described as a partial differential equation (PDE). As a result, a new complete Lie symmetry group and infinitesimal generators of the one-dimensional modified fractional Black-Scholes model are derived. Furthermore, we compute a family of exact invariant solutions that constitute the modified fractional Black-Scholes model using the associated infinitesimal generators and the corresponding similarity reduction equations. Using known solutions, more solutions are generated via group point transformations.
2020 Mathematics Subject Classification:
35-XXKeywords
Lie point symmetries, modified Black-Scholes, financial mathematics, Lie algebra, invariant solution
Author Details
Realeboha Ramoeletsi
Department of Mathematics and Computer Science
National University of Lesotho
Maseru Roma 180, Lesotho
e-mail: realeboharamoeletsi@gmail.com
Bosiu Kaibe
Department of Mathematics and Computer Science
National University of Lesotho
Maseru Roma 180, Lesotho
e-mail: bosiukaibe@yahoo.com
Ngaka J. Nchejane
Department of Mathematics and Computer Science
National University of Lesotho
Maseru Roma 180, Lesotho
e-mail: jn.nchejane@nul.ls
References
- P. Amster, C. Averbuj, M. Mariani. Solutions to a stationary non-linear black-scholes type equation. J. Math. Anal. Appl. 276, 1 (2002), 231–238.
- M. Bohner, Y. Zheng. On analytical solutions of the black-scholes equation. Appl. Math. Lett. 22, 3 (2009), 309–313.
- L. A. Bordag. Pricing options in illiquid markets: optimal systems, symmetry reductions and exact solutions. Lobachevskii J. Math. 31, 2 (2010), 90–99.
- Z. Cen, A. Le. A robust and accurate finite difference method for a generalized Black-Scholes equation. J. Comput. Appl. Math. 235, 13 (2011), 3728–3733.
- S. O. Edeki, O. O. Ugbebor, E. A. Owoloko. Analytical solutions of the black–scholes pricing model for european option valuation via a projected differential transformation method. Entropy 17, 11 (2015), 7510–7521, https://doi.org/10.3390/e17117510.
- R. K. Gazizov, N. H. Ibragimov. Lie symmetry analysis of differential equations in finance. Nonlinear Dynam. 17, 4 (1998), 387–407.
- G. Hariharan, S. Padma, P. Pirabaharan. An efficient wavelet based approximation method to time fractional Black-Scholes European option pricing problem arising in financial market. Appl. Math. Sci. (Ruse) 7, 69–72 (2013), 3445–3456.
- M. S. Hashemi, D. Baleanu. On the time fractional generalized Fisher equation: group similarities and analytical solutions. Commun. Theor. Phys. (Beijing) 65, 1 (2016), 11–16.
- M. S. Hashemi, D. Baleanu. Lie Symmetry Analysis of Fractional Differential Equations. CRC Press, Boca Raton, FL, 2020.
- V. Henderson. Black–scholes model. Wiley StatsRef: Statistics Reference Online, 2014, https://doi.org/10.1002/9781118445112.stat04690.
- Q. Huang, R. Zhdanov. Symmetries and exact solutions of the time fractional Harry-Dym equation with Riemann-Liouville derivative. Phys. A 409 (2014), 110–118.
- G. F. Jefferson, J. Carminati. FracSym: Automated symbolic computation of Lie symmetries of fractional differential equations, Computer Physics Communications 185, 1 (2014), 430–441, https://doi.org/10.1016/j.cpc.2013.09.019.
- G. Jumarie. Stock exchange fractional dynamics defined as fractional exponential growth driven by (usual) Gaussian white noise. Application to fractional Black-Scholes equations. Insurance Math. Econom. 42, 1 (2008), 271–287.
- G. Jumarie. Derivation and solutions of some fractional Black-Scholes equations in coarse-grained space and time. Application to Merton’s optimal portfolio. Comput. Math. Appl. 59, 3 (2010), 1142–1164.
- S. Kumar, A. Yildirim, Y. Khan, H. Jafari, K. Sayevand, L. Wei. Analytical solution of fractional Black-Scholes european option pricing equation by using Laplace transform. J. Fract. Calc. Appl. 2, 8 (2012), 1–9.
- H. Liu Symmetry analysis and exact solutions to the space-dependent coefficient PDEs in finance. Abstr. Appl. Anal. (2013), Art. ID 156965, 10 pp.
- Maple. A division of Waterloo Maple Inc., Waterloo, Ontario, 2016.
- F. Mckay. Black-scholes solution by finite-difference. Ph.D. Thesis, Schools of Mathematics and Physics, Queen’s University, Belfast, 2015.
- R. Selvaraj, V. Swaminathan, A. D. Devi, K. Krishnakumar. Lie symmetry analysis and explicit solutions for the time fractional generalized burgers-fisher equation. arXiv:2003.05294, 2020.
- L. Song, W. Wang. Solution of the fractional Black-Scholes option pricing model by finite difference method. Abstr. Appl. Anal. (2013), Art. ID 194286, 10 pp.
- W. Wyss. The fractional Black-Scholes equation. Fract. Calc. Appl. Anal. 3, 1 (2000), 51–61.