@article{ART001175819},
author={Lee Yong Gu and CHOI , WOO SEUNG},
title={Learning Networks for Learning the Pattern Vectors causing Classification Error},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2005},
volume={10},
number={5},
pages={77-86}
TY - JOUR
AU - Lee Yong Gu
AU - CHOI , WOO SEUNG
TI - Learning Networks for Learning the Pattern Vectors causing Classification Error
JO - Journal of The Korea Society of Computer and Information
PY - 2005
VL - 10
IS - 5
PB - The Korean Society Of Computer And Information
SP - 77
EP - 86
SN - 1598-849X
AB - In this paper, we designed a learning algorithm of LVQ that extracts classification errors and learns ones and improves classification performance. The proposed LVQ learning algorithm is the learning Networks which is use SOM to learn initial reference vectors and out-star learning algorithm to determine the class of the output neurons of LVQ. To extract pattern vectors which cause classification errors, we proposed the error-cause condition, which uses that condition and constructed the pattern vector space which consists of the input pattern vectors that cause the classification errors and learned these pattern vectors, and improved performance of the pattern classification.To prove the performance of the proposed learning algorithm, the simulation is performed by using training vectors and test vectors that are Fisher'Iris data and EMG 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 - LVQ;error causing condition;pattern classification
DO -
UR -
ER -
Lee Yong Gu and CHOI , WOO SEUNG. (2005). Learning Networks for Learning the Pattern Vectors causing Classification Error. Journal of The Korea Society of Computer and Information, 10(5), 77-86.
Lee Yong Gu and CHOI , WOO SEUNG. 2005, "Learning Networks for Learning the Pattern Vectors causing Classification Error", Journal of The Korea Society of Computer and Information, vol.10, no.5 pp.77-86.
Lee Yong Gu, CHOI , WOO SEUNG "Learning Networks for Learning the Pattern Vectors causing Classification Error" Journal of The Korea Society of Computer and Information 10.5 pp.77-86 (2005) : 77.
Lee Yong Gu, CHOI , WOO SEUNG. Learning Networks for Learning the Pattern Vectors causing Classification Error. 2005; 10(5), 77-86.
Lee Yong Gu and CHOI , WOO SEUNG. "Learning Networks for Learning the Pattern Vectors causing Classification Error" Journal of The Korea Society of Computer and Information 10, no.5 (2005) : 77-86.
Lee Yong Gu; CHOI , WOO SEUNG. Learning Networks for Learning the Pattern Vectors causing Classification Error. Journal of The Korea Society of Computer and Information, 10(5), 77-86.
Lee Yong Gu; CHOI , WOO SEUNG. Learning Networks for Learning the Pattern Vectors causing Classification Error. Journal of The Korea Society of Computer and Information. 2005; 10(5) 77-86.
Lee Yong Gu, CHOI , WOO SEUNG. Learning Networks for Learning the Pattern Vectors causing Classification Error. 2005; 10(5), 77-86.
Lee Yong Gu and CHOI , WOO SEUNG. "Learning Networks for Learning the Pattern Vectors causing Classification Error" Journal of The Korea Society of Computer and Information 10, no.5 (2005) : 77-86.
