Estimation and testing in generalized partial linear models - A comparative study

Statistics and Computing

Volumn 11, Issue 4, 2001, Pages 299-309

  Müller, Marlene ^a  

^a HUMBOLDT UNIVERSITY   (Germany)

Author keywords

Backfitting; Generalized linear model; Kernel smoothing; Partial linear model; Profile likelihood; Speckman estimator

Indexed keywords

EID: 18044399694     PISSN: 09603174     EISSN: None     Source Type: Journal    
DOI: 10.1023/A:1011981314532     Document Type: Article

References (14)

1. Fan J. 1992. Design-adaptive nonparametric regression, J. Amer. Stat. Assoc. 87: 998-1004.
2. GSOEP. 1991. Das Sozio-ökonomische Panel (SOEP) im Jahre 1990/91, Projektgruppe "Das Sozio-ökonomische Panel", Deutsches Institut für Wirtschaftsforschung. Vierteljahreshefte zur Wirtschaftsforschung, pp. 146-155.
3. Härdle W., Mammen E., and Müller M. 1998. Testing parametric versus semiparametric modelling in generalized linear models, J. Amer. Stat. Assoc. 93: 1461-1474.
4. Härdle W. and Turlach B.A. 1992. Nonparametric approaches to generalized linear models. In: Fahrmeier L., Francis B., Gilchrist R., and Tutz G. (Eds.), Advances in GLIM and Statistical Modelling, Vol. 78 of Lecture Notes in Statistics. Springer, New York, pp. 213-225.
5. Hastie T.J. and Tibshirani R.J. 1990. Generalized Additive Models, Vol. 43 of Monographs on Statistics and Applied Probability. Chapman and Hall, London.
6. Horowitz J.L. 1993. Semiparametric and nonparametric estimation of quantal response models. In: Madala G.S., Rao C.R., and Vinod H.D. (Eds). Handbook of Statistics. Elsevier Science, Ansterdam, pp. 45-72.
7. McCullagh P. and Nelder J.A. 1989. Generalized Linear Models, Vol. 37 of Monographs on Statistics and Applied Probability, 2 ed. Chapman and Hall, London.
8. Nelder J.A. and Wedderburn R.W.M. 1972. Generalized linear models, J. Royal Stat. Soc. Series A 135(3): 370-384.
9. Powell J.L., Stock J.H., and Stoker T.M. 1989. Semiparametric estimation of index coefficients, Econometrica 57(6): 1403-1430.
10. Severini T.A. Staniswalis J.G. 1994. Quasi-likelihood estimation in semiparametric models, J. Amer. Stat. Assoc. 89: 501-511.
11. Severini T.A. and Wong W.H. 1992. Generalized profile likelihood and conditionally parametric models, Annals of Statistics 20: 1768-1802.
12. Speckman P.E. 1988. Regression analysis for partially linear models, J. Royal Stat. Soc. Series B 50: 413-436.
13. Weisberg S. and Welsh A.H. 1994. Adapting for the missing link, Annals of Statistics 22: 1674-1700.
14. XploRe 2000. XploRe - the interactive statistical computing environment, www:http://www.xplore-stat.de.