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Title: Underparametrization of weakly nonlinear regression models (English)
Author: Kubáček, Lubomír
Author: Tesaříková, Eva
Language: English
Journal: Acta Universitatis Palackianae Olomucensis. Facultas Rerum Naturalium. Mathematica
ISSN: 0231-9721
Volume: 49
Issue: 2
Year: 2010
Pages: 83-93
Summary lang: English
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Category: math
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Summary: A large number of parameters in regression models can be serious obstacle for processing and interpretation of experimental data. One way how to overcome it is an elimination of some parameters. In some cases it need not deteriorate statistical properties of estimators of useful parameters and can help to interpret them. The problem is to find conditions which enable us to decide whether such favourable situation occurs. (English)
Keyword: Weakly nonlinear regression model
Keyword: underparameterization
Keyword: MSE
Keyword: BLUE
MSC: 62F10
MSC: 62J05
idZBL: Zbl 1228.62082
idMR: MR2796949
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Date available: 2011-02-18T07:38:53Z
Last updated: 2013-09-18
Stable URL: http://hdl.handle.net/10338.dmlcz/141419
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Reference: [1] Bates, D. M., Watts, D. G.: Relative curvature measures of nonlinearity. J. Roy. Stat. Soc. B 42 (1980), 1–25. Zbl 0455.62028, MR 0567196
Reference: [2] Kubáček, L., Kubáčková, L., Volaufová, J.: Statistical Models with Linear Structures. Veda, Bratislava, 1995.
Reference: [3] Kubáček, L., Kubáčková, L.: Regression Models with a weak Nonlinearity. Technical Report Nr. 1998.1, Universität Stuttgart, Stuttgart, 1998, 1–67.
Reference: [4] Kubáček, L.: Underparametrization in a regression model with constraints II. Math. Slovaca 55 (2005), 579–596. Zbl 1150.62390, MR 2200144
Reference: [5] Kubáček, L.: Underparametrized regression models. Tatra Mt. Math. Publ. 14 (2006), 241–254.
Reference: [6] Kubáček, L., Tesaříková, E.: Weakly Nonlinear Regression Models. Vyd. Univerzity Palackého, Olomouc, 2008.
Reference: [7] Rao, C. R., Mitra, S. K.: Generalized Inverse of Matrices and its Applications. Wiley, New York–London–Sydney–Toronto, 1971. Zbl 0236.15005, MR 0338013
Reference: [8] Scheffé, H.: The Analysis of Variance. Wiley, New York–London–Sydney, 1967, (fifth printing). MR 1673563
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