Logistic regression employs a logistic function with a sigmoid (S-shaped ... is a widely used probabilistic method for estimating the parameters of a logistic regression model.

Figure 3: Optimal estimates in logistic regression are found iteratively via minimization of the negative log likelihood ... we cannot estimate the regression parameters (Fig.