Research Article
A Dendritic Neuron Model with Adaptive Synapses Trained by Differential Evolution Algorithm
Table 9
Demonstrate on the adaptability of synapse in terms of test accuracy.
| Dataset | k = 1 | k = 5 | k = 10 | Adaptive |
| Iris | 80.81 6.66 | 94.15 2.83 | 95.11 2.50 | 96.74 2.78 | Liver | 69.39 3.57 | 69.81 4.12 | 69.39 5.56 | 73.59 6.66 | Cancer | 92.76 3.35 | 92.97 3.38 | 93.59 2.11 | 96.12 1.17 | Glass | 91.04 2.84 | 93.33 3.23 | 85.48 2.02 | 94.42 2.51 | ACA | 85.44 2.99 | 85.56 1.70 | 85.86 2.53 | 86.18 1.98 |
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