  This paper discusses asymptotic theory for penalized spline estimators in
generalized additive models. The purpose of this paper is to establish the
asymptotic bias and variance as well as the asymptotic normality of the
penalized spline estimators proposed by Marx and Eilers (1998). Furthermore,
the asymptotics for the penalized quasi likelihood fit in mixed models are also
discussed.
