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Dynamic Pricing and Automated Resource Allocation for Complex Information Services 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024

Dynamic Pricing and Automated Resource Allocation for Complex Information Services
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简体网页||繁体网页
Schwind, Michael 作者
Springer Verlag
译者
出版日期
303 页数
$ 157.07 价格
Pap
丛书系列
9783540680024 图书编码

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发表于2024-12-28

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Dynamic Pricing and Automated Resource Allocation for Complex Information Services 在线电子书 epub 下载 mobi 下载 pdf 下载 txt 下载 2024

Dynamic Pricing and Automated Resource Allocation for Complex Information Services 在线电子书 epub 下载 mobi 下载 pdf 下载 txt 下载 2024

Dynamic Pricing and Automated Resource Allocation for Complex Information Services 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024


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Dynamic Pricing and Automated Resource Allocation for Complex Information Services 在线电子书 图书描述

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 usersa (TM) 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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