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

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发表于2024-11-29

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

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

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


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出版者:Springer Verlag
作者:Schwind, Michael
出品人:
页数:303
译者:
出版时间:
价格:$ 157.07
装帧:Pap
isbn号码:9783540680024
丛书系列:

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Dynamic Pricing and Automated Resource Allocation for Complex Information Services 2024 pdf epub mobi 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.

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