A guide to simulation (2nd ed.)
A guide to simulation (2nd ed.)
The influence of service-time variability in a closed network of queues
Performance Evaluation
Management Science
Parallel queues with resequencing
Journal of the ACM (JACM)
Simulation Modeling and Analysis
Simulation Modeling and Analysis
Consistency of Multidimensional Convex Regression
Operations Research
Response surface computation via simulation in the presence of convexity
Proceedings of the Winter Simulation Conference
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In many stochastic models, it is known that the response surface corresponding to a particular performance measure is monotone in the underlying parameter. For example, the steady-state mean waiting time for customers in a single server queue is known to be monotone in the service rate. In other contexts, the simulator may believe, on the basis of intuition, that the response surface is monotone. This paper describes an appropriate methodology for incorporating such monotonicity constraints into one's response surface estimator.