Research Article

Towards Application of One-Class Classification Methods to Medical Data

Table 4

For Liver cancer 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 classClassified as Tested classes
N NT T

N Target 29/30 56/76 16/107
Nontarget 1/30 20/76 91/107

Target class Classified as Tested classes
NT N T

NT Target 72/76 28/30 48/107
Nontarget 4/76 2/30 59/107

Target class Classified as Tested classes
T N NT

T Target 102/105 30/30 75/76
Nontarget 3/105 0/30 1/76