Appendix E

Type-1 Tobit Model

(Source: Franses and Paap [1])

For a type-1 Tobit model, the censored variable img is 0 if the unobserved latent variable img is less than or equal to 0 and img if img is positive,

(E.1) equation

(E.2) equation

with img. For observations img that are 0, we know only that

(E.3) equation

Maximum likelihood estimation is used to estimate the Tobit model. The likelihood function consists of two parts: the probability that an observation is censored is given by Equation E.3; and the density of the non-censored observations is a standard normal density. The likelihood function is

(E.4)

where . It is more convenient ...

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