Machine Learning

Nonlinear Spiking Neural P Systems

This paper proposes a new variant of spiking neural P systems (in short, SNP systems), nonlinear spiking neural P systems (in short, NSNP systems). In NSNP systems, the state of each neuron is denoted by a real number, and a real configuration vector …

Spiking neural P systems with inhibitory rules

Motivated by the mechanism of inhibitory synapses, a new kind of spiking neural P (SNP) system rules, called inhibitory rules, is introduced in this paper. Based on this, a new variant of SNP systems is proposed, called spiking neural P systems with …

On String Languages Generated by Spiking Neural P Systems with Multiple Channels

We study spiking neural P system with multiple channels (SNP-MC), where each neuron can be connected to several subsets of neurons. Turing universality of SNP-MC systems as number generating/accepting devices and function computing devices has been …