BriefGPT.xyz
Feb, 2024
两个世界中的最佳选择: 在未知到达模型下的在线资源分配与预测
Best of Many in Both Worlds: Online Resource Allocation with Predictions under Unknown Arrival Model
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Lin An, Andrew A. Li, Benjamin Moseley, Gabriel Visotsky
TL;DR
给定未知质量的预测作为输入,我们提出了一种算法,在未知预测质量和请求模型的情况下,在在线资源分配问题中实现了渐进最优表现,验证了算法的性能与任何已知到达模型和预测准确性的算法的最佳性能相匹配。
Abstract
Online decision-makers today can often obtain
predictions
on future variables, such as arrivals, demands, inventories, and so on. These
predictions
can be generated from simple forecasting algorithms for univaria
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