Research Article

A Novel Learning Scheme for Chebyshev Functional Link Neural Networks

Table 9

Heart disease classification performance of HCFLANN models.

Data subset Error in training set Error in test set
Class 1 Class 2 Class 1 Class 2

Heart1 13/133 14/107 1/17 1/13 0.35 0.2
Heart2 13/133 12/107 1/17 2/13 0.30 0.36
Heart3 12/134 13/106 5/16 1/14 0.32 0.33
Heart4 13/133 10/107 4/17 1/13 0.26 0.30
Heart5 13/133 15/107 3/17 2/13 0.37 0.43
Heart6 13/134 12/106 5/16 1/14 0.30 0.30
Heart7 14/133 13/107 1/17 2/13 0.33 0.37
Heart8 16/133 16/107 0/17 2/13 0.40 0.33
Heart9 18/134 10/106 2/16 1/14 0.28 0.23

Mean 0.32 0.31