Dynamic pricing and automated resource allocation for complex information services : reinforcement learning and combinatorial auctions /
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Author / Creator: | Schwind, Michael, 1965- |
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Imprint: | Berlin : Springer, 2007. |
Description: | 1 online resource (xiv, 293 p.) : ill. |
Language: | English |
Series: | Lecture notes in economics and mathematical systems ; 589 Lecture notes in economics and mathematical systems ; 589. |
Subject: | |
Format: | E-Resource Dissertations Book |
URL for this record: | http://pi.lib.uchicago.edu/1001/cat/bib/8882451 |
ISBN: | 9783540680031 3540680039 |
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Notes: | Thesis (Ph. D.)--Frankfurt University, 2007. Includes bibliographical references (p. 263-286). Description based on print version record. |
Summary: | 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??? w. |
Other form: | Print version: Schwind, Michael, 1965- Dynamic pricing and automated resource allocation for complex information services. Berlin : Springer, 2007 9783540680024 3540680020 |
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