Designing Artificial Neural Networks Using Particle Swarm Optimization Algorithms

Table 11

Average weighted recognition rate (wrr) for the three bioinspired algorithms.

Classification problems	Basic PSO algorithm	SGPSO algorithm	NMPSO algorithm
Spiral	0.53389	0.55601	0.62969
Synthetic 1	0.95033	0.93608	0.97417
Synthetic 2	0.82955	0.81386	0.86299
Iris plant	0.96346	0.96453	0.96604
Breast cancer	0.96993	0.9703	0.97113
Diabetes	0.76895	0.76092	0.76885
Liver disorders	0.68736	0.69187	0.70007
Object recognition	0.80222	0.80453	0.85733
Wine	0.86485	0.82471	0.88621
Glass	0.52666	0.54305	0.54062
Average wrr	0.78972	0.78658	0.81571