Research Article

Towards Application of One-Class Classification Methods to Medical Data

Table 3

For Statlog (heart) data set and using the typicality approach, false and true positive, and negative values, for a fixed False Alarm Rate equal to 0.1.

Target class Classified as Tested classes
Absence Presence

Absence Target 135/150 41/120
Nontarget 15/150 79/120

Target class Classified as Tested classes
Presence Absence

Presence Target 110/120 68/150
Nontarget 10/120 82/150