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Keywords: model selection
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Journal Articles
Article Type: Research Papers
J. Mech. Des. May 2022, 144(5): 051702.
Paper No: MD-21-1395
Published Online: December 6, 2021
...-validation errors aiming to fit the pointwise weights of several individual surrogate models. To avoid the negative influence of the poor individual surrogate models, the model selection problem is transformed into several optimization problems, which can be solved easily using a sophisticated optimization...
Journal Articles
Article Type: Research-Article
J. Mech. Des. February 2013, 135(2): 021003.
Paper No: MD-12-1046
Published Online: January 7, 2013
... is available, the choice of model used to represent the objectives/constraints of the design becomes important. This paper addresses the problem of model selection among physics-based models during the prediction stage, which is in contrast to model selection during the calibration and validation stages...
Journal Articles
Article Type: Research Papers
J. Mech. Des. December 2010, 132(12): 121008.
Published Online: December 7, 2010
... ) presented an approach of measuring the VoI based on probability bounds on the VoI that are calculated by a designer during the information collection process using imprecise probabilities in a p-box approach. Ling and Paredis ( 24 ) presented a VoI-based approach for model selection for the particular...