While I do spend lots of time pushing the idea of linear approximations on my students, we do need nonlinear functions to describe most interesting physical phenomena.

This paper provides a framework for analyzing SEMs ("LISREL" models) that include nonlinear functions of latent or a mix of latent and observed variables in their equations. It permits such nonlinear ...