Black-scholes theory and diffusion processes on the cotangent bundle of the affine group

The Black-Scholes partial differential equation (PDE) from mathematical finance has been analysed extensively and it is well known that the equation can be reduced to a heat equation on Euclidean space by a logarithmic transformation of variables. However, an alternative interpretation is proposed i...

Full description

Saved in:
Bibliographic Details
Main Authors: Jayaraman, Amitesh S., Campolo, Domenico, Chirikjian, Gregory S.
Other Authors: School of Mechanical and Aerospace Engineering
Format: Article
Language:English
Published: 2021
Subjects:
Online Access:https://hdl.handle.net/10356/146343
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Nanyang Technological University
Language: English
id sg-ntu-dr.10356-146343
record_format dspace
spelling sg-ntu-dr.10356-1463432021-02-10T04:06:41Z Black-scholes theory and diffusion processes on the cotangent bundle of the affine group Jayaraman, Amitesh S. Campolo, Domenico Chirikjian, Gregory S. School of Mechanical and Aerospace Engineering Engineering::Mechanical engineering Black-Scholes Affine The Black-Scholes partial differential equation (PDE) from mathematical finance has been analysed extensively and it is well known that the equation can be reduced to a heat equation on Euclidean space by a logarithmic transformation of variables. However, an alternative interpretation is proposed in this paper by reframing the PDE as evolving on a Lie group. This equation can be transformed into a diffusion process and solved using mean and covariance propagation techniques developed previously in the context of solving Fokker-Planck equations on Lie groups. An extension of the Black-Scholes theory with coupled asset dynamics produces a diffusion equation on the affine group, which is not a unimodular group. In this paper, we show that the cotangent bundle of a Lie group endowed with a semidirect product group operation, constructed in this paper for the case of groups with trivial centers, is always unimodular and considering PDEs as diffusion processes on the unimodular cotangent bundle group allows a direct application of previously developed mean and covariance propagation techniques, thereby offering an alternative means of solution of the PDEs. Ultimately these results, provided here in the context of PDEs in mathematical finance may be applied to PDEs arising in a variety of different fields and inform new methods of solution. Published version 2021-02-10T04:06:40Z 2021-02-10T04:06:40Z 2020 Journal Article Jayaraman, A. S., Campolo, D., & Chirikjian, G. S. (2020). Black-Scholes Theory and Diffusion Processes on the Cotangent Bundle of the Affine Group. Entropy, 22(4), 455-. doi:10.3390/e22040455 1099-4300 https://hdl.handle.net/10356/146343 10.3390/e22040455 33286229 4 22 en Entropy © 2020 The Authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Mechanical engineering
Black-Scholes
Affine
spellingShingle Engineering::Mechanical engineering
Black-Scholes
Affine
Jayaraman, Amitesh S.
Campolo, Domenico
Chirikjian, Gregory S.
Black-scholes theory and diffusion processes on the cotangent bundle of the affine group
description The Black-Scholes partial differential equation (PDE) from mathematical finance has been analysed extensively and it is well known that the equation can be reduced to a heat equation on Euclidean space by a logarithmic transformation of variables. However, an alternative interpretation is proposed in this paper by reframing the PDE as evolving on a Lie group. This equation can be transformed into a diffusion process and solved using mean and covariance propagation techniques developed previously in the context of solving Fokker-Planck equations on Lie groups. An extension of the Black-Scholes theory with coupled asset dynamics produces a diffusion equation on the affine group, which is not a unimodular group. In this paper, we show that the cotangent bundle of a Lie group endowed with a semidirect product group operation, constructed in this paper for the case of groups with trivial centers, is always unimodular and considering PDEs as diffusion processes on the unimodular cotangent bundle group allows a direct application of previously developed mean and covariance propagation techniques, thereby offering an alternative means of solution of the PDEs. Ultimately these results, provided here in the context of PDEs in mathematical finance may be applied to PDEs arising in a variety of different fields and inform new methods of solution.
author2 School of Mechanical and Aerospace Engineering
author_facet School of Mechanical and Aerospace Engineering
Jayaraman, Amitesh S.
Campolo, Domenico
Chirikjian, Gregory S.
format Article
author Jayaraman, Amitesh S.
Campolo, Domenico
Chirikjian, Gregory S.
author_sort Jayaraman, Amitesh S.
title Black-scholes theory and diffusion processes on the cotangent bundle of the affine group
title_short Black-scholes theory and diffusion processes on the cotangent bundle of the affine group
title_full Black-scholes theory and diffusion processes on the cotangent bundle of the affine group
title_fullStr Black-scholes theory and diffusion processes on the cotangent bundle of the affine group
title_full_unstemmed Black-scholes theory and diffusion processes on the cotangent bundle of the affine group
title_sort black-scholes theory and diffusion processes on the cotangent bundle of the affine group
publishDate 2021
url https://hdl.handle.net/10356/146343
_version_ 1692012914646450176