Research Article
Coincidence Detection Using Spiking Neurons with Application to Face Recognition
Table 5
Comparison of classification accuracy of several multivariate datasets using
NN, SVM, and CD classifier.
| Classifier | Accuracy (%) | Iris | Wisconsin | Statlog | Average |
| NN | 90.82 ± 3.5 | 89.04 ± 1.2 | 89.45 | 89.77 | SVM | 93.56 ± 2.3 | 90.12 ± 2.6 | 83.65 | 89.11 | CD (latency) | 93.70 ± 4.3 | 91.72 ± 1.0 | 90.00 | 91.81 | CD (rate) | 50.52 ± 4.7 | 85.38 ± 4.8 | 86.80 | 73.54 | CD (RO) | 90.07 ± 3.4 | 90.45 ± 1.5 | 87.15 | 89.22 | CD (TTFS) | 63.26 ± 6.5 | 72.44 ± 6.9 | 40.65 | 58.78 |
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