Collinearity in generalized linear models

This paper defines collinearity for generalized linear models (GLMs), investigates its consequences and proposes diagnostic criteria. The relationship between collinearity in GLMs and standard linear models (SLMs) is explored and bounds which relate the degree of collinearity in these two models are given. Estimation based on ridge methods is discussed.