Dynamic Pricing and Automated Resource Allocation for Complex Information Services

Name: Dynamic Pricing and Automated Resource Allocation for Complex Information Services
Brand: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
SKU: 9783540680024
Price: 2742 CZK
Availability: InStock

Reinforcement Learning and Combinatorial Auctions

Autor: Michael Schwind

Jazyk:

Vazba: Brožovaná

Vydavatel: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG

Dostupnost: Skladem u dodavatele

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2 742 Kč

Many firms provide their customers with online information products which require limited resources...

Informace o knize

Autor

Michael Schwind

Jazyk

Angličtina

Vazba

Kniha - Brožovaná

Vydáno

2007

Stránek

295

EAN

9783540680024

ISBN

3540680020

Enbook ID

01567605

Vydavatel

Springer-Verlag Berlin and Heidelberg GmbH & Co. KG

Hmotnost

480

Rozměry

155 x 235 x 17

Kompletní popis

Many firms provide their customers with online information products which require limited resources such as server capacity. This book develops allocation mechanisms that aim to ensure an efficient resource allocation in modern IT-services. Recent methods of artificial intelligence, such as neural networks and reinforcement learning, and nature-oriented optimization methods, such as genetic algorithms and simulated annealing, are advanced and applied to allocation processes in distributed IT-infrastructures, e.g. grid systems. The author presents two methods, both of which using the users willingness-to-pay to control the allocation process: The first approach uses a yield management method that tries to learn an optimal acceptance strategy for resource requests. The second method is a combinatorial auction able to deal with resource complementarities. The author finally generates a method to calculate dynamic resource prices, marking an important step towards the industrialization of grid systems.

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Dynamic Pricing and Automated Resource Allocation for Complex Information Services

Reinforcement Learning and Combinatorial Auctions

Informace o knize

Kompletní popis

Mohlo by vás zajímat

Zákaznicí kteří koupili tuto knihu koupili také