Presents a treatment of penalty smoothing under a unified framework. This book develops methods for: regression with Gaussian and non-Gaussian responses as well as with censored life time data; density and conditional density estimation under a variety of sampling schemes; and, hazard rate estimation with censored life time data and covariates.