Predicting the Performance of Queues: A Data Analytic Approach

• المؤلفون الرئيسيون: YANG, Kum Khiong, TUGBA, Cayirli, LOW, Mei Wan
• التنسيق: text
• اللغة: English
• منشور في: Institutional Knowledge at Singapore Management University 2016
• الموضوعات: Data Analytics for Queues; Simulation; Nonlinear regression; Alternating Conditional Expectation; Operations and Supply Chain Management; Operations Research, Systems Engineering and Industrial Engineering
• الوصول للمادة أونلاين: 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
• المؤسسة: 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...