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arXiv:1211.0618math.PR

Queuing with future information

Joel Spencer, Madhu Sudan, Kuang Xu

Early discovery. Linked by one identifiable commenter. This paper is outside the main ranking; a mention is not an endorsement.

Abstract

We study an admissions control problem, where a queue with service rate $1-p$ receives incoming jobs at rate $λ\in(1-p,1)$, and the decision maker is allowed to redirect away jobs up to a rate of $p$, with the objective of minimizing the time-average queue length. We show that the amount of information about the future has a significant impact on system performance, in the heavy-traffic regime. When the future is unknown, the optimal average queue length diverges at rate $\sim\log_{1/(1-p)}\frac{1}{1-λ}$, as $λ\to 1$. In sharp contrast, when all future arrival and service times are revealed beforehand, the optimal average queue length converges to a finite constant, $(1-p)/p$, as $λ\to1$. We further show that the finite limit of $(1-p)/p$ can be achieved using only a finite lookahead window starting from the current time frame, whose length scales as $\mathcal{O}(\log\frac{1}{1-λ})$, as $λ\to1$. This leads to the conjecture of an interesting duality between queuing delay and the amount of information about the future.

arXiv comments
Published in at http://dx.doi.org/10.1214/13-AAP973 the Annals of Applied Probability (http://www.imstat.org/aap/) by the Institute of Mathematical Statistics (http://www.imstat.org)
Journal reference
Annals of Applied Probability 2014, Vol. 24, No. 5, 2091-2142
DOI
doi:10.1214/13-AAP973
Subjects
math.PRProbability cs.NINetworking and Internet Architecture cs.PFPerformance

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    • Academia (meaning anything post-masters) has a very nuanced understanding of the word "novel". Skimming through the paper (linked below) it seems that the novel part is that they "show that the amount of information about the future has a significant impact on system performance…

      balsamView on HNParent context

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