On inconsistency of Hellwig's variable choice method in regression models
Tadeusz Bednarski ; Filip Borowicz
Discussiones Mathematicae Probability and Statistics, Tome 29 (2009), p. 41-51 / Harvested from The Polish Digital Mathematics Library

It is shown that a popular variable choice method of Hellwig, which is recommended in the Polish econometric textbooks does not enjoy a very basic consistency property. It means in particular that the method may lead to rejection of significant variables in econometric modeling. A simulation study and a real data analysis case are given to support theoretical results.

Publié le : 2009-01-01
EUDML-ID : urn:eudml:doc:277066
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Tadeusz Bednarski; Filip Borowicz. On inconsistency of Hellwig's variable choice method in regression models. Discussiones Mathematicae Probability and Statistics, Tome 29 (2009) pp. 41-51. http://gdmltest.u-ga.fr/item/bwmeta1.element.bwnjournal-article-doi-10_7151_dmps_1106/

[000] [1] H. Akaike, Information theory and an extension of the maximum likelihood principle, In Second International Symposium on Information Theory, Budapest: Academiai Kiado (1973), 267-81. | Zbl 0283.62006

[001] [2] T. Bednarski and E. Mocarska, On robust model selection within the Cox model, Econometrics Journal 9, (2006), 279-290. | Zbl 1096.62138

[002] [3] Z. Hellwig, Problem optymalnego doboru predyktant, Przegląd Statystyczny nr 4 (1969).

[003] [4] J.A.F. Machado, Robust model selection and M-estimation, Econometric Theory 9 (1993), 478-493.

[004] [5] G. Schwarz, Estimating the dimension of a model, The Annals of Statistics 6 (2) (1978), 461-64.

[005] [6] D. Serwa, Metoda Hellwiga jako kryterium doboru zmiennych do modeli szeregów czasowych, Szkoła Główna Handlowa, Kolegium analiz Ekonomicznych, Instytut Ekonometrii 2004.