Predicting the Performance of Queues: A Data Analytic Approach

• Main Authors: YANG, Kum Khiong, TUGBA, Cayirli, LOW, Mei Wan
• 格式: text
• 語言: English
• 出版: Institutional Knowledge at Singapore Management University 2016
• 主題: Data Analytics for Queues; Simulation; Nonlinear regression; Alternating Conditional Expectation; Operations and Supply Chain Management; Operations Research, Systems Engineering and Industrial Engineering
• 在線閱讀: https://ink.library.smu.edu.sg/lkcsb_research/4944; https://ink.library.smu.edu.sg/context/lkcsb_research/article/5943/viewcontent/PredictingPerformanceQueues_CORS_2016_afv.pdf
• 機構: Singapore Management University

Existing models of multi-server queues with system transience and non-standard assumptions are either too complex or restricted in their assumptions to be used broadly in practice. This paper proposes using data analytics, combining computer simulation to generate the data and an advanced non-linear...