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.

ClassifierAccuracy (%)
IrisWisconsinStatlogAverage

NN90.82 ± 3.589.04 ± 1.289.4589.77
SVM93.56 ± 2.390.12 ± 2.683.6589.11
CD (latency)93.70 ± 4.391.72 ± 1.090.0091.81
CD (rate)50.52 ± 4.785.38 ± 4.886.8073.54
CD (RO)90.07 ± 3.4 90.45 ± 1.587.1589.22
CD (TTFS)63.26 ± 6.572.44 ± 6.940.6558.78