This monograph deals with a class of statistical models that generalizes classical linear models to include many other models that have been found useful in statistical analysis. These other models include log-linear models for the analysis of data in the form of counts , probit and logit models for data in the form of proportions (ratios of counts) , and models for continuous data with constant proportional standard error . In addition, important types of models for survival data are covered by the class.