Validation of Multivariate Response Simulation Models by Using Hotelling's Two-sample T^2 Test
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A procedure is developed by using Hotelling's two-sample T^2 test
to test the validity of a multivariate response simulation model that
represents an observable system. The validity of the simulation model
is tested with respect to the mean behavior under a given experimental
frame.
A trade-off analysis can be performed and judgement decisions can
be made as to what data collection budget to allocate, what data
collection method to use, how many observations to collect on each of
the model and system response variables, and what model builder's risk
to choose for testing the validity under a satisfactory model user's
risk.
The procedure for validation is illustrated for a simulation model
that represents an M/M/l queueing system with two performance measures
of interest.