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Stochastic calculus and differential equations for physics and finance

"Stochastic calculus provides a powerful description of a specific class of stochastic processes in physics and finance. However, many econophysicists struggle to understand it. This book presents the subject simply and systematically, giving graduate students and practitioners a better underst...

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Autor principal: McCauley, Joseph L
Lenguaje:eng
Publicado: Cambridge University Press 2013
Materias:
Acceso en línea:http://cds.cern.ch/record/2634639
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author McCauley, Joseph L
author_facet McCauley, Joseph L
author_sort McCauley, Joseph L
collection CERN
description "Stochastic calculus provides a powerful description of a specific class of stochastic processes in physics and finance. However, many econophysicists struggle to understand it. This book presents the subject simply and systematically, giving graduate students and practitioners a better understanding and enabling them to apply the methods in practice. The book develops Ito calculus and Fokker-Planck equations as parallel approaches to stochastic processes, using those methods in a unified way. The focus is on nonstationary processes, and statistical ensembles are emphasized in time series analysis. Stochastic calculus is developed using general martingales. Scaling and fat tails are presented via diffusive models. Fractional Brownian motion is thoroughly analyzed and contrasted with Ito processes. The Chapman-Kolmogorov and Fokker-Planck equations are shown in theory and by example to be more general than a Markov process. The book also presents new ideas in financial economics and a critical survey of econometrics"--
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spelling cern-26346392021-04-21T18:44:04Zhttp://cds.cern.ch/record/2634639engMcCauley, Joseph LStochastic calculus and differential equations for physics and financeMathematical Physics and Mathematics"Stochastic calculus provides a powerful description of a specific class of stochastic processes in physics and finance. However, many econophysicists struggle to understand it. This book presents the subject simply and systematically, giving graduate students and practitioners a better understanding and enabling them to apply the methods in practice. The book develops Ito calculus and Fokker-Planck equations as parallel approaches to stochastic processes, using those methods in a unified way. The focus is on nonstationary processes, and statistical ensembles are emphasized in time series analysis. Stochastic calculus is developed using general martingales. Scaling and fat tails are presented via diffusive models. Fractional Brownian motion is thoroughly analyzed and contrasted with Ito processes. The Chapman-Kolmogorov and Fokker-Planck equations are shown in theory and by example to be more general than a Markov process. The book also presents new ideas in financial economics and a critical survey of econometrics"--Cambridge University Pressoai:cds.cern.ch:26346392013
spellingShingle Mathematical Physics and Mathematics
McCauley, Joseph L
Stochastic calculus and differential equations for physics and finance
title Stochastic calculus and differential equations for physics and finance
title_full Stochastic calculus and differential equations for physics and finance
title_fullStr Stochastic calculus and differential equations for physics and finance
title_full_unstemmed Stochastic calculus and differential equations for physics and finance
title_short Stochastic calculus and differential equations for physics and finance
title_sort stochastic calculus and differential equations for physics and finance
topic Mathematical Physics and Mathematics
url http://cds.cern.ch/record/2634639
work_keys_str_mv AT mccauleyjosephl stochasticcalculusanddifferentialequationsforphysicsandfinance