Multi-armed Bandit Allocation Indices
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Form:Einzelkauf Download
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Sprache:Englisch
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eBook Format:ePUB
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90,99 €
inkl. gesetzl. MwSt.Beschreibung
Produktdetails
Format
ePUB
Kopierschutz
Ja
Family Sharing
Nein
Text-to-Speech
Ja
Erscheinungsdatum
18.02.2011
Verlag
WileySeitenzahl
312 (Printausgabe)
Dateigröße
10131 KB
Auflage
2. Auflage
Sprache
Englisch
EAN
9781119990215
In 1989 the first edition of this book set out Gittins' pioneering
index solution to the multi-armed bandit problem and his subsequent
investigation of a wide of sequential resource allocation and
stochastic scheduling problems. Since then there has been a
remarkable flowering of new insights, generalizations and
applications, to which Glazebrook and Weber have made major
contributions.
This second edition brings the story up to date. There are new
chapters on the achievable region approach to stochastic
optimization problems, the construction of performance bounds for
suboptimal policies, Whittle's restless bandits, and the use of
Lagrangian relaxation in the construction and evaluation of index
policies. Some of the many varied proofs of the index theorem are
discussed along with the insights that they provide. Many
contemporary applications are surveyed, and over 150 new references
are included.
Over the past 40 years the Gittins index has helped
theoreticians and practitioners to address a huge variety of
problems within chemometrics, economics, engineering, numerical
analysis, operational research, probability, statistics and website
design. This new edition will be an important resource for others
wishing to use this approach.
index solution to the multi-armed bandit problem and his subsequent
investigation of a wide of sequential resource allocation and
stochastic scheduling problems. Since then there has been a
remarkable flowering of new insights, generalizations and
applications, to which Glazebrook and Weber have made major
contributions.
This second edition brings the story up to date. There are new
chapters on the achievable region approach to stochastic
optimization problems, the construction of performance bounds for
suboptimal policies, Whittle's restless bandits, and the use of
Lagrangian relaxation in the construction and evaluation of index
policies. Some of the many varied proofs of the index theorem are
discussed along with the insights that they provide. Many
contemporary applications are surveyed, and over 150 new references
are included.
Over the past 40 years the Gittins index has helped
theoreticians and practitioners to address a huge variety of
problems within chemometrics, economics, engineering, numerical
analysis, operational research, probability, statistics and website
design. This new edition will be an important resource for others
wishing to use this approach.
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