2011 | Buch
Markov Decision Processes with Applications to Finance
Buchreihe: Universitext
Autoren: Nicole Bäuerle, Ulrich Rieder
Verlag: Springer Berlin Heidelberg
Print ISBN: 978-3-642-18323-2
Electronic ISBN: 978-3-642-18324-9
2011 | Buch
Buchreihe: Universitext
Autoren: Nicole Bäuerle, Ulrich Rieder
Verlag: Springer Berlin Heidelberg
Print ISBN: 978-3-642-18323-2
Electronic ISBN: 978-3-642-18324-9
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).