On the Use of Surrogate Functions for Mixed Variable Optimization of Simulated Systems by John E. Dunlap (2012, Trade Paperback)
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In doingso, the underlying algorithm is modified to make the application of surrogates more efficient. A second class of surrogates based onthe Nadaraya-Watson kernel regression estimator is also added to the software.