Improved SpikeProp for Using Particle Swarm Optimization

Table 2

Analysis for standard SpikeProp algorithm.

	Training SpikeProp				Testing SpikeProp
	MSE	RMSE	MAPE	MAD	MSE	RMSE	MAPE	MAD
Breast cancer	0.549	0.496	43.305	0.992	0.571	0.511	44.419	1.023
BTX	1.713	0.225	36.294	1.575	2.190	0.269	44.451	1.888
Diabetes	0.426	0.386	31.556	0.773	0.492	0.420	34.348	0.840
Heart	0.442	0.374	32.058	0.749	0.367	0.335	29.820	0.671
Hepatitis	0.690	0.551	47.732	1.102	0.702	0.558	48.509	1.117
Iris	0.814	0.384	40.992	1.153	0.122	0.345	19.124	1.036
Liver	0.684	0.525	41.984	1.051	0.721	0.542	43.184	1.085
Wine	0.525	0.293	34.152	0.879	0.514	0.287	33.553	0.863