TY - GEN
T1 - Adapted mean variable distance to fuzzy-cmeans for effective image clustering
AU - Ramathilaga, S.
AU - Leu, James Jiunn Yin
AU - Huang, Yueh Min
PY - 2011
Y1 - 2011
N2 - Fuzzy C-means had been used for data clustering problems for recently years. However, if it uses the non-robust objective function of FCM (Fuzzy C-Means), we will get poor result if data corrupted because some noises. To improve these problems, this paper make effective objective functions of Fuzzy C-means which named MVDFCM (Mean Variable Distance Fuzzy C-means).The method is with center learning method which is on the basis of quadratic mean distance, entropy methods, and regularization terms. Moreover, the center learning method can cut down the computation complexity and running time. The results show the proposed method get more quality to the previous method.
AB - Fuzzy C-means had been used for data clustering problems for recently years. However, if it uses the non-robust objective function of FCM (Fuzzy C-Means), we will get poor result if data corrupted because some noises. To improve these problems, this paper make effective objective functions of Fuzzy C-means which named MVDFCM (Mean Variable Distance Fuzzy C-means).The method is with center learning method which is on the basis of quadratic mean distance, entropy methods, and regularization terms. Moreover, the center learning method can cut down the computation complexity and running time. The results show the proposed method get more quality to the previous method.
UR - https://www.scopus.com/pages/publications/84863053323
UR - https://www.scopus.com/pages/publications/84863053323#tab=citedBy
U2 - 10.1109/RVSP.2011.58
DO - 10.1109/RVSP.2011.58
M3 - Conference contribution
AN - SCOPUS:84863053323
SN - 9780769545813
T3 - Proceedings - 1st International Conference on Robot, Vision and Signal Processing, RVSP 2011
SP - 48
EP - 51
BT - Proceedings - 1st International Conference on Robot, Vision and Signal Processing, RVSP 2011
T2 - 1st International Conference on Robot, Vision and Signal Processing, RVSP 2011
Y2 - 21 November 2011 through 23 November 2011
ER -