Review of AIC and BIC information criteria focused on binary data classification.

Usual data classification is presented with its drawbacks (i.e., low performance).

Boosting algorithm showed enhanced results supported by MC simulation.

Hosmer–Lemeshow test sets the partition of the training(test) for classification.

CHD disease classification is performed with Boosting showing its high performance.