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[学习分享] Computationally Efficient Simulation of Queues: The R Package queuecomputer [推广有奖]

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一哇一嘛呆 学生认证  发表于 2017-5-4 18:19:04 |AI写论文

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  • Title: Computationally Efficient Simulation of Queues: The R Package queuecomputer
  • Author: Ebert, Anthony; Wu, Paul; Mengersen, Kerrie; Ruggeri, Fabrizio
  • Description: Large networks of queueing systems model important real-world systems such as MapReduce clusters, web-servers, hospitals, call-centers and airport passenger terminals.To model such systems accurately we must infer queueing parameters from data. Unfortunately, for many queueing networks there is no clear way to proceed with parameter inference from data. Approximate Bayesian computation could offer a straight-forward way to infer parameters for such networks if we could simulate data quickly enough. We present a computationally efficient method for simulating from a very general set of queueing networks with the R package queuecomputer. Remarkable speedups of more than 2 orders of magnitude are observed relative to the popular DES packages simmer and simpy. We replicate output from these packages to validate the package. The package is modular and integrates well with the popular R package dplyr. Complex queueing networks with tandem, parallel and fork/join topologies can easily be built with these two packages together. We show how to use this package with two examples: a call-centre and an airport terminal.
  • Subjects: Statistics - Computation; Mathematics - Optimization And Control


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关键词:Computation Simulation EFFICIENT Computer package

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yangming98(真实交易用户) 发表于 2017-5-4 22:58:36 来自手机
一哇一嘛呆 发表于 2017-5-4 18:19
  • Title: Computationally Efficient Simulation of Queues: The R Package queuecomputer
  • Author ...
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    lixuewei3(未真实交易用户) 发表于 2017-5-9 08:48:06
    感谢分享

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