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Generalized linear model
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==== Identity link ==== The identity link ''g(p) = p'' is also sometimes used for binomial data to yield a [[linear probability model]]. However, the identity link can predict nonsense "probabilities" less than zero or greater than one. This can be avoided by using a transformation like cloglog, probit or logit (or any inverse cumulative distribution function). A primary merit of the identity link is that it can be estimated using linear math—and other standard link functions are approximately linear matching the identity link near ''p'' = 0.5.
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