Title :
Analysis of the back-propagation algorithm with momentum
Author :
Phansalkar, V.V. ; Sastry, P.S.
Author_Institution :
Dept. of Electr. Eng., Indian Inst. of Sci., Bangalore, India
fDate :
5/1/1994 12:00:00 AM
Abstract :
In this letter, the back-propagation algorithm with the momentum term is analyzed. It is shown that all local minima of the sum of least squares error are stable. Other equilibrium points are unstable
Keywords :
backpropagation; least squares approximations; neural nets; back-propagation; least squares error; local minima; momentum term; Algorithm design and analysis; Convergence; Equations; Feedforward neural networks; Least squares methods; Logistics; Neural networks; Signal analysis; Stability;
Journal_Title :
Neural Networks, IEEE Transactions on