@article{ART000930618},
author={Lee Yong Gu and CHOI , WOO SEUNG},
title={3 steps LVQ Learning algorithm using Forward C.P Net.},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2004},
volume={9},
number={4},
pages={33-39}
TY - JOUR
AU - Lee Yong Gu
AU - CHOI , WOO SEUNG
TI - 3 steps LVQ Learning algorithm using Forward C.P Net.
JO - Journal of The Korea Society of Computer and Information
PY - 2004
VL - 9
IS - 4
PB - The Korean Society Of Computer And Information
SP - 33
EP - 39
SN - 1598-849X
AB - In this paper, we design the learning algorithm of LVQ which is used Forward Counter Propagation Networks to improve classification performance of LVQ networks. The weights of Forward Counter Propagation Networks which is between input layer and cluster layer can be learned to determine initial reference vectors by using SOM algorithm and to learn reference vectors by using LVQ algorithm. Finally, pattern vectors is classified into subclasses by neurons which is being in the cluster layer, and the weights of Forward Counter Propagation Networks which is between cluster layer and output layer is learned to classify the classified subclass, which is enclosed a class. Also, if the number of classes is determined, the number of neurons which is being in the input layer, cluster layer and output layer can be determined. To prove the performance of the proposed learning algorithm, the simulation is performed by using training vectors and test vectors that are Fisher's Iris data, and classification performance of the proposed learning method is compared with ones of the conventional LVQ, and it was a confirmation that the proposed learning method is more successful classification than the conventional classification.
KW - SOM;LVQ;F.C.P. Networks;in-star learning rule;out-star learning rule;pattern classification
DO -
UR -
ER -
Lee Yong Gu and CHOI , WOO SEUNG. (2004). 3 steps LVQ Learning algorithm using Forward C.P Net.. Journal of The Korea Society of Computer and Information, 9(4), 33-39.
Lee Yong Gu and CHOI , WOO SEUNG. 2004, "3 steps LVQ Learning algorithm using Forward C.P Net.", Journal of The Korea Society of Computer and Information, vol.9, no.4 pp.33-39.
Lee Yong Gu, CHOI , WOO SEUNG "3 steps LVQ Learning algorithm using Forward C.P Net." Journal of The Korea Society of Computer and Information 9.4 pp.33-39 (2004) : 33.
Lee Yong Gu, CHOI , WOO SEUNG. 3 steps LVQ Learning algorithm using Forward C.P Net.. 2004; 9(4), 33-39.
Lee Yong Gu and CHOI , WOO SEUNG. "3 steps LVQ Learning algorithm using Forward C.P Net." Journal of The Korea Society of Computer and Information 9, no.4 (2004) : 33-39.
Lee Yong Gu; CHOI , WOO SEUNG. 3 steps LVQ Learning algorithm using Forward C.P Net.. Journal of The Korea Society of Computer and Information, 9(4), 33-39.
Lee Yong Gu; CHOI , WOO SEUNG. 3 steps LVQ Learning algorithm using Forward C.P Net.. Journal of The Korea Society of Computer and Information. 2004; 9(4) 33-39.
Lee Yong Gu, CHOI , WOO SEUNG. 3 steps LVQ Learning algorithm using Forward C.P Net.. 2004; 9(4), 33-39.
Lee Yong Gu and CHOI , WOO SEUNG. "3 steps LVQ Learning algorithm using Forward C.P Net." Journal of The Korea Society of Computer and Information 9, no.4 (2004) : 33-39.
