Description
Springer Dynamic Pricing And Automated Resource Allocation For Complex Information Services Reinforcement Learning And Combinatorial Auctions by Michael Schwind
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._x000D_ _x000D_
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._x000D_