Local receptive field neurons comprise such well-known and widely
used unit types as radial basis function neurons and neurons with
center-surround receptive field. We study the Vapnik-Chervonenkis
(VC) dimension of feedforward neural networks with one hidden layer
of these units. For several variants of local receptive field
neurons we show ... more >>>