  We consider structural equation modeling (SEM) with latent variables for
diffusion processes based on high-frequency data. We derive the
quasi-likelihood estimators for parameters in the SEM. The goodness-of-fit test
based on the quasi-likelihood ratio is proposed. Furthermore, the asymptotic
properties of our proposed estimators are examined.
