Dynamic Pricing and Automated Resource Allocation for Complex Information Services : Reinforcement Learning and Combinatorial Auctions / by Michael Schwind
(Lecture Notes in Economics and Mathematical Systems ; 589)
| データ種別 | 電子ブック |
|---|---|
| 出版者 | Berlin, Heidelberg : Springer Berlin Heidelberg |
| 出版年 | 2007 |
| 本文言語 | 英語 |
| 大きさ | XIV, 295 p : online resource |
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| 内容注記 | 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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| 一般注記 | 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 |
| 著者標目 | *Schwind, Michael author SpringerLink (Online service) |
| 件 名 | LCSH:Mathematics LCSH:Information technology LCSH:Business -- Data processing 全ての件名で検索 LCSH:Computer organization LCSH:Artificial intelligence LCSH:Economic theory FREE:Mathematics FREE:Mathematics, general FREE:IT in Business FREE:Computer Systems Organization and Communication Networks FREE:Artificial Intelligence (incl. Robotics) FREE:Economic Theory/Quantitative Economics/Mathematical Methods |
| 分 類 | DC23:510 |
| 巻冊次 | ISBN:9783540680031 
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| ISBN | 9783540680031 |
| URL | http://dx.doi.org/10.1007/978-3-540-68003-1 |
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