given the latent traits. In a similar fashion, log-linear models directly consider the form of the manifest probability of … models and log-linear models. This has lead to the notion of obtaining IRT solutions by fitting their equivalent log-linear … models.In this research, I have established a family of log-linear models, log linear-by-linear association (LLLA) models …