Dynamic pricing and automated resource allocation for complex information services : reinforcement learning and combinatorial auctions
著者
書誌事項
Dynamic pricing and automated resource allocation for complex information services : reinforcement learning and combinatorial auctions
（Lecture notes in economics and mathematical systems, 589）
Springer, c2007
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注記
Includes bibliographical references (p. [263]-286) and index
内容説明・目次
内容説明
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, or grid systems.
目次
Dynamic Pricing and Automated Resource Allocation.- Empirical Assessment of Dynamic Pricing Preference.- Reinforcement Learning for Dynamic Pricing and Automated Resource Allocation.- Combinatorial Auctions for Resource Allocation.- Dynamic Pricing and Automated Resource Allocation Using Combinatorial Auctions.- Comparison of Reinforcement Learning and Combinatorial Auctions.
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