Predicting the performance of queues-A data analytic approach
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- 作者：Kum Khiong Yanga ; kkyang@smu.edu.sg" class="auth_mail" title="E-mail the corresponding author ; Tugba Cayirlib ; tugba.cayirli@ozyegin.edu.tr" class="auth_mail" title="E-mail the corresponding author ; Joyce M.W. Lowa ; joycelow@smu.edu.sg" class="auth_mail" title="E-mail the corresponding author
- 关键词：Data Analytics for Queues ; Simulation ; Nonlinear regression ; Alternating Conditional Expectation
- 刊名：Computers and Operations Research
- 出版年：2016
- 出版时间：December 2016
- 年：2016
- 卷：76
- 期：Complete
- 页码：33-42
- 全文大小：898 K
文摘
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We propose data analytics as a method for analyzing complex systems.
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Proposed method combines simulation to generate the data and a non-linear regression technique to analyze the data.
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Method can be used on multi-server queuing systems with system transience and non-standard service time.
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The estimation equations developed are very accurate and easy to use.
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Proposed method can be used for modeling other complex systems.