TY - CHAP N1 - Proceedings of the 21st International Conference on Artificial Neural Networks (ICANN 2011)held in Espoo, Finland, June 14th-17th, 2011 AV - none SP - 126 TI - Bounds for Approximate Solutions of Fredholm Integral Equations Using Kernel Networks T3 - Lecture Notes in Computer Science UR - http://dx.doi.org/10.1007/978-3-642-21735-7_16 A1 - Gnecco, Giorgio A1 - K?rková, V?ra A1 - Sanguineti, Marcello Y1 - 2011/// KW - Radial and kernel networks; approximation of solutions of integral equations by kernel networks; model complexity SN - 978-3-642-21734-0 ID - eprints1696 EP - 133 N2 - Approximation of solutions of integral equations by networks with kernel units is investigated theoretically. There are derived upper bounds on speed of decrease of errors in approximation of solutions of Fredholm integral equations by kernel networks with increasing numbers of units. The estimates are obtained for Gaussian and degenerate kernels. PB - Springer T2 - Artificial Neural Networks and Machine Learning ? ICANN 2011 ER -