Markov decision processes with applications to finance

The theory of Markov decision processes focuses on controlled Markov chains in discrete time. The authors establish the theory for general state and action spaces and at the same time show its application by means of numerous examples, mostly taken from the fields of finance and operations research....

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Bibliographic Details
Main Authors: Bäuerle, Nicole, Rieder, Ulrich (Author)
Format: Livre numérique
Language:Anglais
Published: Berlin, Heidelberg : Springer Berlin Heidelberg [20..].
Cham : Springer Nature
Edition:1st ed. 2011.
Series:Universitext
Online Access:Accès sur la plateforme de l'éditeur
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Note: Description d'après consultation du 26 février 2013
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Edition sous un autre format:• Markov decision processes with applications to finance, Nicole Bäuerle, Ulrich Rieder, Berlin, Springer, 2011, 1 vol. (XVI-388 p.), Universitext, 978-3-642-18323-2
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245 1 0 |a Markov decision processes with applications to finance   |c by Nicole Bäuerle, Ulrich Rieder. 
250 |a 1st ed. 2011. 
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500 |a Archives Springer e-books (Licence nationale) 
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505 1 |a Preface 1.Introduction and First Examples Part I Finite Horizon Optimization Problems and Financial Markets 2.Theory of Finite Horizon Markov Decision Processes 3.The Financial Markets 4.Financial Optimization Problems Part II Partially Observable Markov Decision Problems 5.Partially Observable Markov Decision Processes 6.Partially Observable Markov Decision Problems in Finance Part III Infinite Horizon Optimization Problems 7.Theory of Infinite Horizon Markov Decision Processes 8.Piecewise Deterministic Markov Decision Processes 9.Optimization Problems in Finance and Insurance Part IV Stopping Problems 10.Theory of Optimal Stopping Problems 11.Stopping Problems in Finance Part V Appendix A.Tools from Analysis B.Tools from Probability C.Tools from Mathematical Finance References Index 
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506 |a Conditions particulières de réutilisation pour les bénéficiaires des licences nationales. https://www.licencesnationales.fr/springer-nature-ebooks-contrat-licence-ln-2017 
520 |a The theory of Markov decision processes focuses on controlled Markov chains in discrete time. The authors establish the theory for general state and action spaces and at the same time show its application by means of numerous examples, mostly taken from the fields of finance and operations research. By using a structural approach many technicalities (concerning measure theory) are avoided. They cover problems with finite and infinite horizons, as well as partially observable Markov decision processes, piecewise deterministic Markov decision processes and stopping problems. The book presents Markov decision processes in action and includes various state-of-the-art applications with a particular view towards finance. It is useful for upper-level undergraduates, Master's students and researchers  in both applied probability and finance, and provides exercises (without solutions).   
700 1 |a Rieder, Ulrich.  |4 aut 
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