Lattice Neural Networks with Spike Trains

Lattice based neural networks have proven their capability of resolving difficult non-linear problems and have been successfully employed to resolve real-world problems In this paper we introduce a novel lattice neural net that generalizes previous dendritic models The new model employs the biological notion of dendritic spines and spike trains We show by example that it can accomplish tasks previous lattice neural networks were incapable of achieving.