Improved SpikeProp for Using Particle Swarm Optimization

Table 3

Analysis for standard BP algorithm.

	Training BP				Testing BP
	MSE	RMSE	MAPE	MAD	MSE	RMSE	MAPE	MAD
Breast cancer	0.672	0.525	54.759	1.278	0.816	0.638	54.443	1.277
BTX	1.982	0.796	88.018	2.575	2.707	0.798	88.344	2.588
Diabetes	0.510	0.429	37.576	1.271	0.792	0.627	59.208	1.255
Heart	0.608	0.477	41.902	1.270	0.805	0.633	55.724	1.267
Hepatitis	0.837	0.646	55.588	1.293	0.837	0.647	55.607	1.294
Iris	0.874	0.763	69.176	2.290	0.865	0.759	68.660	2.278
Liver	0.826	0.641	56.315	1.283	0.831	0.643	56.459	1.287
Wine	0.749	0.419	72.471	1.119	0.753	0.408	72.649	1.125