Nonlinear safety performance functions fit the signalized intersection crash data better.
Used generalized additive models to identify appropriate safety performance functions.
It is important to consider the joint safety impacts of major- and minor-approach AADTs.
Generalized additive models with isotropic smooth perform the best.