Title :
Evaluation of Accuracy of Surrogate Models
Author :
Balewski, Lukasz ; Mrozowski, Michal
Author_Institution :
Gdansk Univ. of Technol., Gdansk
Abstract :
This paper presents a statistical approach to evaluation of accuracy of surrogate models. A measure of accuracy based on a distribution of errors is introduced. Two issues are discussed: validation of model accuracy and verification of stopping criteria in automatic model generation algorithms exploiting reflective exploration.
Keywords :
error statistics; microwave circuits; statistical analysis; automatic model generation algorithm; error statistics; microwave circuits; statistical approach; surrogate model; Analytical models; Circuit simulation; Circuit synthesis; Costs; Cutoff frequency; Electronic equipment testing; Interpolation; Iris; Microwave circuits; Optimization methods;
Conference_Titel :
Microwaves, Radar & Wireless Communications, 2006. MIKON 2006. International Conference on
Conference_Location :
Krakow
Print_ISBN :
978-83-906662-7-3
DOI :
10.1109/MIKON.2006.4345348
