@article{ART001417382},
author={허경용 and 남궁영환 and 김성훈},
title={An Extension of Possibilistic Fuzzy C-means using Regularization},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2010},
volume={15},
number={1},
pages={43-50}
TY - JOUR
AU - 허경용
AU - 남궁영환
AU - 김성훈
TI - An Extension of Possibilistic Fuzzy C-means using Regularization
JO - Journal of The Korea Society of Computer and Information
PY - 2010
VL - 15
IS - 1
PB - The Korean Society Of Computer And Information
SP - 43
EP - 50
SN - 1598-849X
AB - Fuzzy c-means (FCM) and possibilistic c-means (PCM) are the two most well-known clustering algorithms in fuzzy clustering area, and have been applied in many applications in their original or modified forms. However, FCM's noise sensitivity problem and PCM's overlapping cluster problem are also well known. Recently there have been several attempts to combine both of them to mitigate the problems and possibilistic fuzzy c-means (PFCM) showed promising results. In this paper, we proposed a modified PFCM using regularization to reduce noise sensitivity in PFCM further. Regularization is a well-known technique to make a solution space smooth and an algorithm noise insensitive. The proposed algorithm, PFCM with regularization (PFCM-R), can take advantage of regularization and further reduce the effect of noise. Experimental results are given and show that the proposed method is better than the existing methods in noisy conditions.
KW - Fuzzy Clustering;Possibilistic Fuzzy C-means;Noise Sensitivity;Regularization
DO -
UR -
ER -
허경용, 남궁영환 and 김성훈. (2010). An Extension of Possibilistic Fuzzy C-means using Regularization. Journal of The Korea Society of Computer and Information, 15(1), 43-50.
허경용, 남궁영환 and 김성훈. 2010, "An Extension of Possibilistic Fuzzy C-means using Regularization", Journal of The Korea Society of Computer and Information, vol.15, no.1 pp.43-50.
허경용, 남궁영환, 김성훈 "An Extension of Possibilistic Fuzzy C-means using Regularization" Journal of The Korea Society of Computer and Information 15.1 pp.43-50 (2010) : 43.
허경용, 남궁영환, 김성훈. An Extension of Possibilistic Fuzzy C-means using Regularization. 2010; 15(1), 43-50.
허경용, 남궁영환 and 김성훈. "An Extension of Possibilistic Fuzzy C-means using Regularization" Journal of The Korea Society of Computer and Information 15, no.1 (2010) : 43-50.
허경용; 남궁영환; 김성훈. An Extension of Possibilistic Fuzzy C-means using Regularization. Journal of The Korea Society of Computer and Information, 15(1), 43-50.
허경용; 남궁영환; 김성훈. An Extension of Possibilistic Fuzzy C-means using Regularization. Journal of The Korea Society of Computer and Information. 2010; 15(1) 43-50.
허경용, 남궁영환, 김성훈. An Extension of Possibilistic Fuzzy C-means using Regularization. 2010; 15(1), 43-50.
허경용, 남궁영환 and 김성훈. "An Extension of Possibilistic Fuzzy C-means using Regularization" Journal of The Korea Society of Computer and Information 15, no.1 (2010) : 43-50.
