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Online Optimization for Randomized Network Resource Allocation with Long-Term Constraints
April 4, 2024, 4:43 a.m. | Ahmed Sid-Ali, Ioannis Lambadaris, Yiqiang Q. Zhao, Gennady Shaikhet, Shima Kheradmand
cs.LG updates on arXiv.org arxiv.org
Abstract: In this paper, we study an optimal online resource reservation problem in a simple communication network. The network is composed of two compute nodes linked by a local communication link. The system operates in discrete time; at each time slot, the administrator reserves resources for servers before the actual job requests are known. A cost is incurred for the reservations made. Then, after the client requests are observed, jobs may be transferred from one server …
abstract arxiv communication compute constraints cs.lg long-term math.oc network nodes optimization paper resources simple stat.ml study type
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