Research Article

A Robust Probability Classifier Based on the Modified -Distance

Table 3

Performances of RSVM, NBC, and RPC for binary classification problems on other data sets when .

Data set RSVM NBC RPC
Train (%) Test (%) Train (%) Test (%) Train (%) Test (%)

T41 62.0 59.7 82.4 78.5 77.9 83.5*
T42 87.0 82.2 84.1 83.1 80.5 85.3*
T43 68.0 61.2 80.2 75.4 85.5 86.9*
T44 91.3 83.9 77.9 86.8 88.8 90.5*
T45 86.5 87.0 93.2 91.0* 84.0 89.1
T61 80.6 79.0 80.5 83.0 83.6 87.8*
T62 71.4 66.5 86.9 85.4* 86.3 85.4*
T63 63.7 69.5 89.6 89.1* 82.2 84.4
T64 88.2 86.7 97.0 96.9* 93.4 95.5
T65 75.0 63.4 79.7 81.5 90.5 92.9*