Computational Intelligence and Neuroscience / 2015 / Article / Tab 11

Research Article

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 0.556010.62969
Synthetic 1 0.95033 0.936080.97417
Synthetic 2 0.82955 0.813860.86299
Iris plant 0.96346 0.964530.96604
Breast cancer 0.96993 0.97030.97113
Diabetes 0.76895 0.76092 0.76885
Liver disorders 0.68736 0.691870.70007
Object recognition 0.80222 0.804530.85733
Wine 0.86485 0.824710.88621
Glass 0.52666 0.54305 0.54062

Average wrr 0.78972 0.786580.81571

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