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Using reinforcement learning to facilitate dynamic resource allocation
Using reinforcement learning to facilitate dynamic resource allocation
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机译:使用强化学习促进动态资源分配
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摘要
One embodiment of the present invention provides a system that allocates resources to projects in a computer system. During operation, the system determines a current demand by a project for a resource, and a current allocation of the resource to the project. The system also uses a computational model to compute an expected long-term utility of the project for the resource. Next, the system trades the resource between the project and other projects in the computer system to optimize expected long-term utilities. During this process, the system uses a reinforcement learning technique to update parameters of the computational model for the expected long-term utility of the project based on performance feedback.
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