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Efficient Markets and Contingent Claims Valuation: An Information Theoretic Approach
This research article shows how the pricing of derivative securities can be seen from the context of stochastic optimal control theory and information theory. The financial market is seen as an information processing system, which optimizes an information functional. An optimization problem is const...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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MDPI
2020
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7712322/ https://www.ncbi.nlm.nih.gov/pubmed/33287050 http://dx.doi.org/10.3390/e22111283 |
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author | Lindgren, Jussi |
author_facet | Lindgren, Jussi |
author_sort | Lindgren, Jussi |
collection | PubMed |
description | This research article shows how the pricing of derivative securities can be seen from the context of stochastic optimal control theory and information theory. The financial market is seen as an information processing system, which optimizes an information functional. An optimization problem is constructed, for which the linearized Hamilton–Jacobi–Bellman equation is the Black–Scholes pricing equation for financial derivatives. The model suggests that one can define a reasonable Hamiltonian for the financial market, which results in an optimal transport equation for the market drift. It is shown that in such a framework, which supports Black–Scholes pricing, the market drift obeys a backwards Burgers equation and that the market reaches a thermodynamical equilibrium, which minimizes the free energy and maximizes entropy. |
format | Online Article Text |
id | pubmed-7712322 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-77123222021-02-24 Efficient Markets and Contingent Claims Valuation: An Information Theoretic Approach Lindgren, Jussi Entropy (Basel) Article This research article shows how the pricing of derivative securities can be seen from the context of stochastic optimal control theory and information theory. The financial market is seen as an information processing system, which optimizes an information functional. An optimization problem is constructed, for which the linearized Hamilton–Jacobi–Bellman equation is the Black–Scholes pricing equation for financial derivatives. The model suggests that one can define a reasonable Hamiltonian for the financial market, which results in an optimal transport equation for the market drift. It is shown that in such a framework, which supports Black–Scholes pricing, the market drift obeys a backwards Burgers equation and that the market reaches a thermodynamical equilibrium, which minimizes the free energy and maximizes entropy. MDPI 2020-11-12 /pmc/articles/PMC7712322/ /pubmed/33287050 http://dx.doi.org/10.3390/e22111283 Text en © 2020 by the author. 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 Lindgren, Jussi Efficient Markets and Contingent Claims Valuation: An Information Theoretic Approach |
title | Efficient Markets and Contingent Claims Valuation: An Information Theoretic Approach |
title_full | Efficient Markets and Contingent Claims Valuation: An Information Theoretic Approach |
title_fullStr | Efficient Markets and Contingent Claims Valuation: An Information Theoretic Approach |
title_full_unstemmed | Efficient Markets and Contingent Claims Valuation: An Information Theoretic Approach |
title_short | Efficient Markets and Contingent Claims Valuation: An Information Theoretic Approach |
title_sort | efficient markets and contingent claims valuation: an information theoretic approach |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7712322/ https://www.ncbi.nlm.nih.gov/pubmed/33287050 http://dx.doi.org/10.3390/e22111283 |
work_keys_str_mv | AT lindgrenjussi efficientmarketsandcontingentclaimsvaluationaninformationtheoreticapproach |