Current status regression. (English) Zbl 1033.62021

Murphy, S. A.; van der Vaart, A. W.; Wellner, J. A.

Math. Methods Stat. 8, No. 3, 407-425 (1999).

Summary: We consider the asymptotic properties of maximum likelihood and penalized maximum likelihood estimators of the slope parameter in the linear regression model under current status type censoring. For the penalized maximum likelihood estimator we present the full result, while for the ordinary maximum likelihood estimator we give a partial treatment only.

MSC:

62F12	Asymptotic properties of parametric estimators
62J05	Linear regression; mixed models
62G05	Nonparametric estimation
62N02	Estimation in survival analysis and censored data

Keywords:

profile likelihood; semiparametric model; penalized maximum likelihood