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This lecture covers choice models with latent variables, focusing on modeling latent concepts. It discusses indirect measurements of latent concepts such as perception of transportation mode and attitude towards the environment. The lecture also explains psychometric indicators and the challenges of using them as explanatory variables. Finally, it delves into modeling latent concepts, defining latent variables and their relation to observed variables.