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Table 2 Performance comparison for the Heart problem

From: An incremental learning algorithm for the hybrid RBF-BP network classifier

Method

N H neurons

Training time(s)

Training η o

Testing η o

Testing η a

SGBP

7

0.95

95.01

46.09

48.42

KM-RBF

7

0.78

82.19

75.22

75.30

SVM

39a

0.08

100

77.39

81.81

ELM

10

0

87.67

77.83

77.66

ILRBF-BP

11 and 5b

0.66

91.78

80.43

80.07

  1. aSupport vectors
  2. bRBF and BP hidden neurons