Semi- and nonparametric modeling of ordinal data

Kauermann G, Tutz G (2003)
JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS 12(1): 176-196.

Journal Article | Published | English

No fulltext has been uploaded

Author
Abstract
Parametric models for categorical ordinal response variables, like the proportional odds model or the continuation ratio model, assume that the predictor is given by a linear form of covariates. In this article the parametric models are extended to include smooth components in a semiparametric or partially parametric fashion. Parts of the covariates are thereby modeled linearly while other covariates are modeled as unspecified but smooth functions. Estimation is based on a combination of local likelihood and profile likelihood and asymptotic properties of the estimates are derived. In a simulation study it is demonstrated that the profile likelihood approach is to be preferred over a backfitting procedure. Two data examples demonstrate the applicability of the models.
Publishing Year
ISSN
eISSN
PUB-ID

Cite this

Kauermann G, Tutz G. Semi- and nonparametric modeling of ordinal data. JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS. 2003;12(1):176-196.
Kauermann, G., & Tutz, G. (2003). Semi- and nonparametric modeling of ordinal data. JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, 12(1), 176-196.
Kauermann, G., and Tutz, G. (2003). Semi- and nonparametric modeling of ordinal data. JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS 12, 176-196.
Kauermann, G., & Tutz, G., 2003. Semi- and nonparametric modeling of ordinal data. JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, 12(1), p 176-196.
G. Kauermann and G. Tutz, “Semi- and nonparametric modeling of ordinal data”, JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, vol. 12, 2003, pp. 176-196.
Kauermann, G., Tutz, G.: Semi- and nonparametric modeling of ordinal data. JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS. 12, 176-196 (2003).
Kauermann, Göran, and Tutz, G. “Semi- and nonparametric modeling of ordinal data”. JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS 12.1 (2003): 176-196.
This data publication is cited in the following publications:
This publication cites the following data publications:

Export

0 Marked Publications

Open Data PUB

Web of Science

View record in Web of Science®

Search this title in

Google Scholar