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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...

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Autores principales: Jayaraman, Amitesh S., Campolo, Domenico, Chirikjian, Gregory S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7516939/
https://www.ncbi.nlm.nih.gov/pubmed/33286229
http://dx.doi.org/10.3390/e22040455
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author Jayaraman, Amitesh S.
Campolo, Domenico
Chirikjian, Gregory S.
author_facet Jayaraman, Amitesh S.
Campolo, Domenico
Chirikjian, Gregory S.
author_sort Jayaraman, Amitesh S.
collection PubMed
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.
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spelling pubmed-75169392020-11-09 Black-Scholes Theory and Diffusion Processes on the Cotangent Bundle of the Affine Group Jayaraman, Amitesh S. Campolo, Domenico Chirikjian, Gregory S. Entropy (Basel) Article 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. MDPI 2020-04-17 /pmc/articles/PMC7516939/ /pubmed/33286229 http://dx.doi.org/10.3390/e22040455 Text en © 2020 by 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/).
spellingShingle Article
Jayaraman, Amitesh S.
Campolo, Domenico
Chirikjian, Gregory S.
Black-Scholes Theory and Diffusion Processes on the Cotangent Bundle of the Affine Group
title 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_short 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
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7516939/
https://www.ncbi.nlm.nih.gov/pubmed/33286229
http://dx.doi.org/10.3390/e22040455
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