Research Article

A Robust Probability Classifier Based on the Modified -Distance

Table 2

Performances of RSVM, NBC, and RPC for binary classification problems on T1 data set.

tr (%) RSVM NBC RPC
Train (%) Test (%) Train (%) Test (%) Train (%) Test (%)

50 91.4 84.8 76.5 68.9 91.3 87.5*
55 92.5 86.6 68.0 77.0 92.0 90.3*
60 89.8 86.1 72.9 73.8 88.9 90.9*
65 91.0 82.3 80.5 81.6 89.8 92.9*
70 86.8 95.5* 83.4 89.8 88.4 93.7
75 89.4 85.2 85.9 79.5 89.7 93.5*
80 91.8 80.8 88.1 79.9 89.7 91.1*
85 88.3 89.9 89.9 92.8 90.8 97.1*
90 88.5 90.2 88.8 94.2 90.9 97.2*