Convergence Analysis of a Cascade Architecture Neural Network
Tuan A. Duong, Allen R. Stubberub, Taher Daud, A. P. Thakoor · NASA Technical Reports Server (NASA) · 1997
In this paper, we present a mathematical foundation, including a convergence analysis, for cascading architecture neural networks. From this, a mathematical foundation for the casade correlation learning algorithm can also be found. Furthermore, it becomes apparent that the cascade correlation scheme is a special case of an efficient hardware learning algorithm called Cascade Error Projection.