Clasificación de patrones mediante el uso de una red neuronal pulsante

It is shown how, through the use of a single layer of spiking neurons, even more so with a single neuron, it is possible to make the classification of patterns, either a binary function as the XOR function or a database with tens of characteristics. Izhikevich model is used for modeling the behavior of the used spiking neurons. Mainly intends to exploit the use of a single neuron to perform classification, analyzing the possible scope. Obtained results are encouraging.