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

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Schwind, Michael

Springer Verlag

303

$ 157.07

Pap

9783540680024

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发表于2024-07-04

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

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

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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 下载 mobi epub pdf txt 电子书