A. Classical Logistic Regression
Logistic regression is a variant of linear regression, which
is used when the dependent variable is a binary variable
and the independent variables are continuous, categorical, or
both. Logistic regression model supplies a linear function
of descriptors as discrimination tool, this technique is widely
used in Credit scoring applications due to its simplicity and
explainability. Model form is given by