Entropy correlation coefficient for measuring predictive power of generalized linear models

By considering properties of generalized linear models (GLMs), a correlation coefficient, which is referred to as the entropy multiple correlation coefficient, is proposed as a predictive power measure of GLMs. This correlation coefficient is a measure of linearity of response variables and the canonical parameters, and can be viewed as the proportion of reduced uncertainty of response variables by explanatory variables.