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Tobit model : ウィキペディア英語版
Tobit model
The Tobit model is a statistical model proposed by James Tobin (1958) to describe the relationship between a non-negative dependent variable y_i and an independent variable (or vector) x_i. The term ''Tobit'' was derived from Tobin's name by truncating and adding ''-it'' by analogy with the probit model.〔''International Encyclopedia of the Social Sciences'' (2008)〕
The model supposes that there is a latent (i.e. unobservable) variable y_i^
*. This variable linearly depends on x_i via a parameter (vector) \beta which determines the relationship between the independent variable (or vector) x_i and the latent variable y_i^
* (just as in a linear model). In addition, there is a normally distributed error term u_i to capture random influences on this relationship. The observable variable y_i is defined to be equal to the latent variable whenever the latent variable is above zero and zero otherwise.
: y_i = \begin
y_i^
* & \textrm \; y_i^
* >0 \\
0 & \textrm \; y_i^
* \leq 0
\end
where y_i^
* is a latent variable:
: y_i^
* = \beta x_i + u_i, u_i \sim N(0,\sigma^2) \,
==Consistency==

If the relationship parameter \beta is estimated by regressing the observed y_i on x_i , the resulting ordinary least squares regression estimator is inconsistent. It will yield a downwards-biased estimate of the slope coefficient and an upward-biased estimate of the intercept. Takeshi Amemiya (1973) has proven that the maximum likelihood estimator suggested by Tobin for this model is consistent.

抄文引用元・出典: フリー百科事典『 ウィキペディア(Wikipedia)
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