|  | 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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