@article{ART001175766},
author={LEE SANG HWA and HAESANG SONG},
title={An Improvement of Performance for Cascade Correlation Learning Algorithm using a Cosine Modulated Gaussian Activation Function},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2006},
volume={11},
number={3},
pages={107-116}
TY - JOUR
AU - LEE SANG HWA
AU - HAESANG SONG
TI - An Improvement of Performance for Cascade Correlation Learning Algorithm using a Cosine Modulated Gaussian Activation Function
JO - Journal of The Korea Society of Computer and Information
PY - 2006
VL - 11
IS - 3
PB - The Korean Society Of Computer And Information
SP - 107
EP - 116
SN - 1598-849X
AB - This paper presents a new class of activation functions for Cascade Correlation learning algorithm, which herein will be called CosGauss function. This function is a cosine modulated gaussian function. In contrast to the sigmoidal, hyperbolic tangent and gaussian functions, more ridges can be obtained by the CosGauss function. Because of the ridges, it is quickly convergent and improves a pattern recognition speed. Consequently it will be able to improve a learning capability. This function was tested with a Cascade Correlation Network on the two spirals problem and results are compared with those obtained with other activation functions.
KW - 시그모이드 함수(sigmoidal function);하이퍼볼릭탄젠트 함수(hyperbolic tangent function);가우스 함수(gaussian function);코스가우스 함수 (cosine modulated gaussian function);캐스케이드 코릴레이션 알고리즘(Cascade Correlation algorithm)
DO -
UR -
ER -
LEE SANG HWA and HAESANG SONG. (2006). An Improvement of Performance for Cascade Correlation Learning Algorithm using a Cosine Modulated Gaussian Activation Function. Journal of The Korea Society of Computer and Information, 11(3), 107-116.
LEE SANG HWA and HAESANG SONG. 2006, "An Improvement of Performance for Cascade Correlation Learning Algorithm using a Cosine Modulated Gaussian Activation Function", Journal of The Korea Society of Computer and Information, vol.11, no.3 pp.107-116.
LEE SANG HWA, HAESANG SONG "An Improvement of Performance for Cascade Correlation Learning Algorithm using a Cosine Modulated Gaussian Activation Function" Journal of The Korea Society of Computer and Information 11.3 pp.107-116 (2006) : 107.
LEE SANG HWA, HAESANG SONG. An Improvement of Performance for Cascade Correlation Learning Algorithm using a Cosine Modulated Gaussian Activation Function. 2006; 11(3), 107-116.
LEE SANG HWA and HAESANG SONG. "An Improvement of Performance for Cascade Correlation Learning Algorithm using a Cosine Modulated Gaussian Activation Function" Journal of The Korea Society of Computer and Information 11, no.3 (2006) : 107-116.
LEE SANG HWA; HAESANG SONG. An Improvement of Performance for Cascade Correlation Learning Algorithm using a Cosine Modulated Gaussian Activation Function. Journal of The Korea Society of Computer and Information, 11(3), 107-116.
LEE SANG HWA; HAESANG SONG. An Improvement of Performance for Cascade Correlation Learning Algorithm using a Cosine Modulated Gaussian Activation Function. Journal of The Korea Society of Computer and Information. 2006; 11(3) 107-116.
LEE SANG HWA, HAESANG SONG. An Improvement of Performance for Cascade Correlation Learning Algorithm using a Cosine Modulated Gaussian Activation Function. 2006; 11(3), 107-116.
LEE SANG HWA and HAESANG SONG. "An Improvement of Performance for Cascade Correlation Learning Algorithm using a Cosine Modulated Gaussian Activation Function" Journal of The Korea Society of Computer and Information 11, no.3 (2006) : 107-116.
