BibTex RIS Kaynak Göster

XploRe Package for the Popular Parametric and the Semiparametric Single Index Models

Yıl 2011, Cilt: 24 Sayı: 4, 753 - 762, 28.02.2011

Öz

This study introduces and shows the applicability of the XploRe commands of the parametric and the semiparametric single index models, which are two most popular alternatives of each other. The commands required for the estimation in all stages of the semiparametric estimation and the parametric logistic, probit and complementary log log regression models are introduced in detail. An artificial data set is used to demonstrate the applicability of the commands in practice. The major contribution of this study is that it enables researchers to obtain additional outputs in easier way that are not so easy to have in the standard statistical packages especially for the semiparametric models. Additionally, users could extend and adapt these commands in conjunction with the new developments in this area.  

 

 

Key Words:  Single index model, Semiparametric approach, Binary response modelling, XploRe.                       

Kaynakça

  • Aldrich, J.H., Nelson, F.D., “Linear Probability, Logit and Probit Models”, Sage Publications, London (1984).
  • Hardle, W., Müller, M., Sperlich, S., Werwatz, A., “Nonparametric and Semiparametric Models”, Springer-Verlag, New York (2004).
  • Hardle, W., “Applied Nonparametric Regression”, Cambridge University Press, Cambridge (1990).
  • Hardle, W., Klinke, S., Müller, M., “XploRe Learning Guide”, MDtech, Springer-Verlag, New York (1999).
  • Hardle, W., Hlavka, Z., Klinke, S., “XploRe Application Guide”, e-book, MD Tech, Springer-Verlag, New York (2003).
  • Hardle, W., Klinke, S., Turlach, B.A., “XploRe: An Interactive Statistical Computing Environment: Statistics and Computing”, Springer-Verlag, New York (2007).
  • Horowitz, J.L., “Semiparametric Methods in Econometrics”, Springer-Verlag, New York (1998).
  • Hosmer, D.W., Lemeshow, S., “Applied Logistic Regression”, John Wiley and Sons, New York (1989).
  • Manski, C. F., “Identification of binary response models”, Journal of the American Statistical Association, 83: 729-738 (1988).
  • McCullagh, P., Nelder, J.A., “Generalized
  • Linear Models: Monographs on Statistics and Applied Probability 37”, Chapman and Hall, London (1989).
  • Nadaraya, E.A., “On estimating regression”, Theory of Probability and its Applications, 10: 186-190 (1964).
  • Powell, J.L., Stock, J.H., Stoker, T.M.,
  • “Semiparametric estimation of index coefficients”, Econometrica, 57(6): 1403-1430 (1989).
  • Proença, I., Werwatz, A., “Comparing parametric and semiparametric binary response models”, Humboldt University, Series: Sonderforschungsbereich 373, Number: 1995- 36, Berlin, (1994).
  • Watson, G.S., “Smooth regression analysis”, Sankhya, 26(A): 359-72 (1964).
Yıl 2011, Cilt: 24 Sayı: 4, 753 - 762, 28.02.2011

Öz

Kaynakça

  • Aldrich, J.H., Nelson, F.D., “Linear Probability, Logit and Probit Models”, Sage Publications, London (1984).
  • Hardle, W., Müller, M., Sperlich, S., Werwatz, A., “Nonparametric and Semiparametric Models”, Springer-Verlag, New York (2004).
  • Hardle, W., “Applied Nonparametric Regression”, Cambridge University Press, Cambridge (1990).
  • Hardle, W., Klinke, S., Müller, M., “XploRe Learning Guide”, MDtech, Springer-Verlag, New York (1999).
  • Hardle, W., Hlavka, Z., Klinke, S., “XploRe Application Guide”, e-book, MD Tech, Springer-Verlag, New York (2003).
  • Hardle, W., Klinke, S., Turlach, B.A., “XploRe: An Interactive Statistical Computing Environment: Statistics and Computing”, Springer-Verlag, New York (2007).
  • Horowitz, J.L., “Semiparametric Methods in Econometrics”, Springer-Verlag, New York (1998).
  • Hosmer, D.W., Lemeshow, S., “Applied Logistic Regression”, John Wiley and Sons, New York (1989).
  • Manski, C. F., “Identification of binary response models”, Journal of the American Statistical Association, 83: 729-738 (1988).
  • McCullagh, P., Nelder, J.A., “Generalized
  • Linear Models: Monographs on Statistics and Applied Probability 37”, Chapman and Hall, London (1989).
  • Nadaraya, E.A., “On estimating regression”, Theory of Probability and its Applications, 10: 186-190 (1964).
  • Powell, J.L., Stock, J.H., Stoker, T.M.,
  • “Semiparametric estimation of index coefficients”, Econometrica, 57(6): 1403-1430 (1989).
  • Proença, I., Werwatz, A., “Comparing parametric and semiparametric binary response models”, Humboldt University, Series: Sonderforschungsbereich 373, Number: 1995- 36, Berlin, (1994).
  • Watson, G.S., “Smooth regression analysis”, Sankhya, 26(A): 359-72 (1964).
Toplam 16 adet kaynakça vardır.

Ayrıntılar

Birincil Dil İngilizce
Bölüm Statistics
Yazarlar

Ozge Akkus

Yayımlanma Tarihi 28 Şubat 2011
Yayımlandığı Sayı Yıl 2011 Cilt: 24 Sayı: 4

Kaynak Göster

APA Akkus, O. (2011). XploRe Package for the Popular Parametric and the Semiparametric Single Index Models. Gazi University Journal of Science, 24(4), 753-762.
AMA Akkus O. XploRe Package for the Popular Parametric and the Semiparametric Single Index Models. Gazi University Journal of Science. Aralık 2011;24(4):753-762.
Chicago Akkus, Ozge. “XploRe Package for the Popular Parametric and the Semiparametric Single Index Models”. Gazi University Journal of Science 24, sy. 4 (Aralık 2011): 753-62.
EndNote Akkus O (01 Aralık 2011) XploRe Package for the Popular Parametric and the Semiparametric Single Index Models. Gazi University Journal of Science 24 4 753–762.
IEEE O. Akkus, “XploRe Package for the Popular Parametric and the Semiparametric Single Index Models”, Gazi University Journal of Science, c. 24, sy. 4, ss. 753–762, 2011.
ISNAD Akkus, Ozge. “XploRe Package for the Popular Parametric and the Semiparametric Single Index Models”. Gazi University Journal of Science 24/4 (Aralık 2011), 753-762.
JAMA Akkus O. XploRe Package for the Popular Parametric and the Semiparametric Single Index Models. Gazi University Journal of Science. 2011;24:753–762.
MLA Akkus, Ozge. “XploRe Package for the Popular Parametric and the Semiparametric Single Index Models”. Gazi University Journal of Science, c. 24, sy. 4, 2011, ss. 753-62.
Vancouver Akkus O. XploRe Package for the Popular Parametric and the Semiparametric Single Index Models. Gazi University Journal of Science. 2011;24(4):753-62.