Convergence properties of cascade correlation in function approximation

Universal approximation bounds for superpositions of a sigmoidal function

Andrew R. Barron · IEEE Transactions on Information Theory · 1993 · 2.8K citations

Computing, Computer Science, Mathematics +13

The Cascade-Correlation learning architecture

Scott E. Fahlman, Christian Lebière · Research Showcase @ Carnegie Mellon University (Carnegie Mellon University) · 2018 · 2.4K citations · Full text

Computing, Computer Science, Computer Networks +12

Improving the learning speed of 2-layer neural networks by choosing initial values of the adaptive weights

Dat Nguyen, Bernard Widrow · 1990 · 1.4K citations

Computing, Computer Science, Artificial Intelligence +13

A Simple Lemma on Greedy Approximation in Hilbert Space and Convergence Rates for Projection Pursuit Regression and Neural Network Training

Lee Jones · The Annals of Statistics · 1992 · 479 citations · Full text

Computing, Computer Science, Algorithms +16

Constructive approximations for neural networks by sigmoidal functions

Lee Jones · Proceedings of the IEEE · 1990 · 149 citations

Computing, Computer Science, Mathematics +14