Research Article

A Robust Probability Classifier Based on the Modified -Distance

Table 1

Performances of RSVM, NBC, and RPC for binary classification problems on Y5 data set.

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

50 90.7 88.2 63.9 66.2 88.4 90.5*
55 89.9 88.6 69.1 72.8 89.5 89.9*
60 89.0 85.0 70.3 72.1 91.3 86.4*
65 86.3 85.9 72.1 72.8 88.0 92.5*
70 92.3 84.1 70.3 75.7 90.8 86.3*
75 88.8 87.9 74.2 74.6 88.7 91.6*
80 88.7 93.8* 90.0 87.5 88.3 93.3
85 89.5 89.3 93.4 89.6 89.2 91.0*
90 89.5 88.4 93.3 95.8* 89.2 92.6