TY - JOUR 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. EP - 7497 ID - eprints1722 SN - 0096-3003 IS - 14 PB - Elsevier JF - Applied Mathematics and Computation SP - 7481 TI - Accuracy of approximations of solutions to Fredholm equations by kernel methods AV - none KW - Approximate solutions to integral equations; Radial and kernel-based networks; Gaussian kernels; Model complexity; Analysis of algorithms VL - 218 Y1 - 2012/// UR - http://www.sciencedirect.com/science/article/pii/S0096300312000483 A1 - Gnecco, Giorgio A1 - K?rková, V?ra A1 - Sanguineti, Marcello ER -