TY - GEN
T1 - The analysis of the augmented ART1 neural network
AU - Georgiopoulos, Michael
AU - Heileman, Gregory L.
PY - 1991
Y1 - 1991
N2 - The dynamics of the augmented ART1 neural network (AART1-NN) introduced by L. Heileman and M. Georgiopoulos (1991) are described by a set of nonlinear differential equations that facilitate the real-time implementation of the ART1 neural network. The AART1-NN equations are summarized. It is shown that under certain parameter constraints the AART1 model behaves in the same manner as the ART1 model. Since the AART1 model is an extension of the ART1 model, this analysis proves the inherent capability of the ART1-NN to operate in a totally unsupervised manner.
AB - The dynamics of the augmented ART1 neural network (AART1-NN) introduced by L. Heileman and M. Georgiopoulos (1991) are described by a set of nonlinear differential equations that facilitate the real-time implementation of the ART1 neural network. The AART1-NN equations are summarized. It is shown that under certain parameter constraints the AART1 model behaves in the same manner as the ART1 model. Since the AART1 model is an extension of the ART1 model, this analysis proves the inherent capability of the ART1-NN to operate in a totally unsupervised manner.
UR - http://www.scopus.com/inward/record.url?scp=0026284576&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=0026284576&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:0026284576
SN - 0780302273
T3 - 91 IEEE Int Jt Conf Neural Networks IJCNN 91
SP - 2658
EP - 2663
BT - 91 IEEE Int Jt Conf Neural Networks IJCNN 91
PB - Publ by IEEE
T2 - 1991 IEEE International Joint Conference on Neural Networks - IJCNN '91
Y2 - 18 November 1991 through 21 November 1991
ER -