Latent-model robustness in structural measurement error models

  title={Latent-model robustness in structural measurement error models},
  author={Xianzheng Huang and Leonard A. Stefanski and Marie Davidian and xhuang},
We present methods for diagnosing the effects of model misspecification of the truepredictor distribution in structural measurement error models. We first formulate latent-model robustness theoretically. Then we provide practical technique for examining the adequacy of an assumed latent predictor model. The methods are illustrated via analytical examples, application to simulated data and with data from a study of coronary heart disease. 

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