Logistic Regression
For a binary response variable Y, the logistic regression has the form:

or equivalently,

The logistic regression models the logit transformation of the ith observation's event probability, pi, as a linear function of the explanatory variables in the vector xi. The logistic regression model uses the logit as the link function.
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