Title :
Qualitative analysis of the parallel and asynchronous modes of the Hamming network
Author :
Koutroumbas, K. ; Kalouptsidis, N.
Author_Institution :
Dept. of Inf., Athens Univ., Greece
fDate :
5/1/1994 12:00:00 AM
Abstract :
In this paper convergence analysis of the parallel and deterministic asynchronous modes of operation for the Hamming network is carried out. Conditions ensuring convergence to a stable state in a finite number of steps are derived. An upper bound of the maximum number of steps that is required to reach a stable state is obtained. Finally, a geometrical interpretation of our results is obtained
Keywords :
convergence of numerical methods; neural nets; optimisation; Hamming network; convergence; deterministic asynchronous modes; geometrical interpretation; parallel modes; qualitative analysis; upper bound; Circuits; Communication channels; Convergence; Decoding; Feedforward neural networks; Hamming distance; Neural networks; Organizing; Recurrent neural networks; Upper bound;
Journal_Title :
Neural Networks, IEEE Transactions on
