Computing with Almost Optimal Size Neural Networks
Siu, Kai-Yeung, Roychowdhury, Vwani, Kailath, Thomas
–Neural Information Processing Systems
Artificial neural networks are comprised of an interconnected collection of certain nonlinear devices; examples of commonly used devices include linear threshold elements, sigmoidal elements and radial-basis elements. We employ results from harmonic analysis and the theory of rational approximation toobtain almost tight lower bounds on the size (i.e.
Neural Information Processing Systems
Dec-31-1993