The GENMOD Procedure

Predicted Values of the Mean

Predicted Values

A predicted value, or fitted value, of the mean mu Subscript i corresponding to the vector of covariates bold x Subscript i is given by

ModifyingAbove mu Subscript i Baseline With caret equals g Superscript negative 1 Baseline left-parenthesis bold x prime Subscript i Baseline ModifyingAbove bold-italic beta With caret right-parenthesis

where g is the link function, regardless of whether bold x Subscript i corresponds to an observation or not. That is, the response variable can be missing and the predicted value is still computed for valid bold x Subscript i. In the case where bold x Subscript i does not correspond to a valid observation, bold x Subscript i is not checked for estimability. You should check the estimability of bold x Subscript i in this case in order to ensure the uniqueness of the predicted value of the mean. If there is an offset, it is included in the predicted value computation.

Confidence Intervals on Predicted Values

Approximate confidence intervals for predicted values of the mean can be computed as follows. The variance of the linear predictor eta Subscript i Baseline equals bold x prime Subscript i Baseline ModifyingAbove bold-italic beta With caret is estimated by

sigma Subscript x Superscript 2 Baseline equals bold x prime Subscript i Baseline bold upper Sigma bold x Subscript i

where bold upper Sigma is the estimated covariance of ModifyingAbove bold-italic beta With caret. The robust estimate of the covariance is used for bold upper Sigma in the case of models fit with GEEs.

Approximate 100 left-parenthesis 1 minus alpha right-parenthesis percent-sign confidence intervals are computed as

g Superscript negative 1 Baseline left-parenthesis bold x prime Subscript i Baseline ModifyingAbove beta With caret plus-or-minus z Subscript 1 minus alpha slash 2 Baseline sigma Subscript x Baseline right-parenthesis

where z Subscript p is the 100 pth percentile of the standard normal distribution and g is the link function. If either endpoint in the argument is outside the valid range of arguments for the inverse link function, the corresponding confidence interval endpoint is set to missing.

Last updated: December 09, 2022