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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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Autor principal: Lindgren, Jussi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
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.
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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
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