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Cairoli, R. / Dalang, Robert C.
Sequential Stochastic Optimization
Wiley Series in Probability and Statistics

- Februar 1996
162,- Euro
1996. 352 Seiten, Hardcover
ISBN-10: 0-471-57754-5
ISBN-13: 978-0-471-57754-6 - John Wiley & Sons

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Langtext
Sequential Stochastic Optimization provides mathematicians and applied researchers with a well-developed framework in which stochastic optimization problems can be formulated and solved. Offering much material that is either new or has never before appeared in book form, it lucidly presents a unified theory of optimal stopping and optimal sequential control of stochastic processes. This book has been carefully organized so that little prior knowledge of the subject is assumed; its only prerequisites are a standard graduate course in probability theory and some familiarity with discrete-parameter martingales.

Major topics covered in Sequential Stochastic Optimization include:
* Fundamental notions, such as essential supremum, stopping points, accessibility, martingales and supermartingales indexed by INd
* Conditions which ensure the integrability of certain suprema of partial sums of arrays of independent random variables
* The general theory of optimal stopping for processes indexed by Ind
* Structural properties of information flows
* Sequential sampling and the theory of optimal sequential control
* Multi-armed bandits, Markov chains and optimal switching between random walks

Aus dem Inhalt
Preliminaries.

Sums of Independent Random Variables.

Optimal Stopping.

Reduction to a Single Dimension.

Accessibility and Filtration Structure.

Sequential Sampling.

Optimal Sequential Control.

Multiarmed Bandits.

The Markovian Case.

Optimal Switching Between Two Random Walks.

Bibliography.

Indexes.


 
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