Research Article

Training Spiking Neural Models Using Artificial Bee Colony

Table 2

Average accuracy provided by the methods using different databases.

Dataset Method using DE Method using PSO Method using CS
Tr. cr. Te. cr. Tr. cr. Te. cr. Tr. cr. Te. cr.

Wine 0.9796 0.8744 0.9782 0.8879 0.9831 0.9078
Iris plant 0.9933 0.9833 0.9933 0.97 0.9942 0.9467
Glass 0.8158 0.7411 0.8178 0.7457 0.8080 0.7646
Diabetes 0.8038 0.7371 0.7990 0.7619 0.8051 0.7477
Liver 0.7620 0.6870 0.7591 0.6754 0.7609 0.6536
Object recognition 1 0.9850 1 0.9950 1 1

Tr. cr = training classification rate, Te. cr. = testing classification rate.