ArticleOriginal scientific text

Title

On inconsistency of Hellwig's variable choice method in regression models

Authors 1, 1

Affiliations

  1. Institute of Economic Sciences, Faculty of Law, Administration and Economics, University of Wroclaw, Uniwersytecka 22/26, 50-145 Wrocław

Abstract

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.

Keywords

model choice, econometric modeling

Bibliography

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  2. T. Bednarski and E. Mocarska, On robust model selection within the Cox model, Econometrics Journal 9, (2006), 279-290.
  3. Z. Hellwig, Problem optymalnego doboru predyktant, Przegląd Statystyczny nr 4 (1969).
  4. J.A.F. Machado, Robust model selection and M-estimation, Econometric Theory 9 (1993), 478-493.
  5. G. Schwarz, Estimating the dimension of a model, The Annals of Statistics 6 (2) (1978), 461-64.
  6. D. Serwa, Metoda Hellwiga jako kryterium doboru zmiennych do modeli szeregów czasowych, Szkoła Główna Handlowa, Kolegium analiz Ekonomicznych, Instytut Ekonometrii 2004.
Pages:
41-51
Main language of publication
English
Received
2009-03-15
Published
2009
Exact and natural sciences