Testing of model fitting for alternative nonlinear model comparisons within the parametric approach is traditionally a difficult topic due to the complexity of studying the null distribution of test statistics. The nonparametric permutation approach is a flexible method, suitable to be implemented for nonlinear models. In this paper, we introduce a novel algorithm within the nonparametric permutation framework able to perform proper inference on parameters of any specified nonlinear model. The algorithm, although general in its kind, offers a well-rounded approach to make inference via permutation test. Finally, we show the usefulness of the proposed method by applying it for making inference on parameters of a nonlinear aging curve for refrigerated vehicles.

Permutation testing for alternative nonlinear models with application to aging curves of refrigerated vehicles

Stefano Rossi
2008

Abstract

Testing of model fitting for alternative nonlinear model comparisons within the parametric approach is traditionally a difficult topic due to the complexity of studying the null distribution of test statistics. The nonparametric permutation approach is a flexible method, suitable to be implemented for nonlinear models. In this paper, we introduce a novel algorithm within the nonparametric permutation framework able to perform proper inference on parameters of any specified nonlinear model. The algorithm, although general in its kind, offers a well-rounded approach to make inference via permutation test. Finally, we show the usefulness of the proposed method by applying it for making inference on parameters of a nonlinear aging curve for refrigerated vehicles.
2008
Istituto per le Tecnologie della Costruzione - ITC
Inglese
Compstat 2008, International Conference on computational statistics
659
667
8
978-3-7908-2084-3
Physica Verlag
Heidelberg
GERMANIA
No
24-29/08/2008
Porto
aging curve
nonlinear models
permutation tests
1
none
Rosa Arboretti Giancristofaro; Livio Corain; Samuela Franceschini; Andrey Pepelyshev; Stefano Rossi
273
info:eu-repo/semantics/conferenceObject
04 Contributo in convegno::04.01 Contributo in Atti di convegno
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14243/59606
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