Advances in Artificial Neural Systems

Research Article

A Novel Learning Scheme for Chebyshev Functional Link Neural Networks

Table 4

Comparative results of HCFLNN with EFLN for the cancer and PIMA dataset by considering the average training error (MTre), average validation error (MVe), and average test error (MTe).
Dataset HCFLNN EFLN
MTre MVe MTe MTre MVe MTe
Cancer 1 4.01 2.76 2.57 4.27 1.89 2.09
Cancer 2 3.95 3.97 4.66 4.37 2.96 3.96
cancer 3 4.13 3.51 4.43 3.29 3.01 4.65
BUPA 1 16.26 21.98 22.62 19.07 22.44 23.29
BUPA 2 17.90 24.12 22.35 19.84 18.63 20.37
BUPA 3 15.34 19.92 21.96 16.68 17.81 24.44