TY - JOUR Y1 - 2012/// SN - 0096-3003 N2 - Approximate solutions to inhomogeneous Fredholm integral equations of the second kind by radial and kernel networks are investigated. Upper bounds are derived on errors in approximation of solutions of these equations by networks with increasing model complexity. The bounds are obtained using results from nonlinear approximation theory. The results are applied to networks with Gaussian and kernel units and illustrated by numerical simulations. JF - Applied Mathematics and Computation A1 - Gnecco, Giorgio A1 - K?rková, V?ra A1 - Sanguineti, Marcello SP - 7481 VL - 218 PB - Elsevier EP - 7497 KW - Approximate solutions to integral equations; Radial and kernel-based networks; Gaussian kernels; Model complexity; Analysis of algorithms UR - http://www.sciencedirect.com/science/article/pii/S0096300312000483 IS - 14 ID - eprints1743 TI - Accuracy of Approximations of Solutions to Fredholm Equations by Kernel Methods AV - none ER -