Research Article

Smooth Diagonal Weighted Newton Support Vector Machine

Table 3

Comparisons with various algorithms.

Data (size )Ten-fold training accuracies (%)
Ten-fold testing accuracies (%)
SDWNSVMRLP FSV

Bupa Liver ( )71.6068.9867.8370.5771.21
70.1964.3464.0369.8669.81
Ionosphere ( )94.9494.7888.9292.9694.87
89.1886.0486.1089.1786.76
Pima Indians ( )78.1376.4875.5277.9277.91
77.9976.1674.4777.0776.96