Title of article :
Stability of Back Propagation Training Algorithm for Neural Networks
Author/Authors :
Tawfiq, Luma. N. M. University of Baghdad - College of Education Ibn Al-Haitham - Department of Mathematics, Iraq
Abstract :
In this paper, we derive and prove the stability bounds of the momentum coefficient µ and the learning rate η of the back propagation updating rule in Artificial Neural Networks .The theoretical upper bound of learning rate η is derived and its practical approximation is obtained.
Keywords :
BP training algorithm , Ann , Gradient Descent Training Algorithm , Gradient Descent with Momentum and Lyapunov Stability .
Journal title :
Baghdad Science Journal
Journal title :
Baghdad Science Journal