Penalized quasi-likelihood estimation in partial linear models
Open Access
- 1 June 1997
- journal article
- Published by Institute of Mathematical Statistics in The Annals of Statistics
- Vol. 25 (3) , 1014-1035
- https://doi.org/10.1214/aos/1069362736
Abstract
Consider a partial linear model, where the expectation of a random variable Y depends on covariates $(x, z)$ through $F(\theta_0 x + m_0(z))$, with $\theta_0$ an unknown parameter, and $m_0$ an unknown function. We apply the theory of empirical processes to derive the asymptotic properties of the penalized quasi-likelihood estimator.
Keywords
All Related Versions
This publication has 0 references indexed in Scilit: