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...count data as outcome, but not as covariates; see for example the very clear paper: "N E Breslow (1996) Generalized Linear Models: Checking Assumptions and Strengthening Conclusions, Congresso Nazionale Societa Italiana di Biometria, Cortona June 1995", available at http://biostat.georgiahealth.edu/~dryu/course/stat9110spring12/land16_ref.pdf. Loosely speaking, it seems that glm assumptions may be expressed as follows: iid residuals; the link function must correctly represent the relationship among dependent and independent variables; absence of outliers Does everybody knows whether...