A single-poly neuron transistor is formed by utilizing a series of doped substrate regions in lieu of the input gates that are conventionally used to form neuron transistors. With conventional neuron transistors, the input gates are isolated from the floating gate by a layer of interpoly dielectric. In the present invention, the series of doped substrate regions are isolated from the floating gate by a layer of gate oxide.