TY - GEN
T1 - Relational fuzzy c-lines derived from kernel fuzzy c-lines
AU - Kanzawa, Yuchi
PY - 2012/12/1
Y1 - 2012/12/1
N2 - In this paper, three linear fuzzy clustering algorithms are proposed for relational data based on kernel fuzzy c-means, in which the prototypes of clusters are given by lines spanned in a feature space denned by the kernel which derived from a given relational data. The proposed algorithms contrast the conventional method in which the prototypes of clusters are given by lines spanned by two representative objects. Through numerical examples, it is shown that the proposed algorithms can capture local sub-structures in relational data.
AB - In this paper, three linear fuzzy clustering algorithms are proposed for relational data based on kernel fuzzy c-means, in which the prototypes of clusters are given by lines spanned in a feature space denned by the kernel which derived from a given relational data. The proposed algorithms contrast the conventional method in which the prototypes of clusters are given by lines spanned by two representative objects. Through numerical examples, it is shown that the proposed algorithms can capture local sub-structures in relational data.
UR - http://www.scopus.com/inward/record.url?scp=84877824993&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84877824993&partnerID=8YFLogxK
U2 - 10.1109/SCIS-ISIS.2012.6505052
DO - 10.1109/SCIS-ISIS.2012.6505052
M3 - Conference contribution
AN - SCOPUS:84877824993
SN - 9781467327428
T3 - 6th International Conference on Soft Computing and Intelligent Systems, and 13th International Symposium on Advanced Intelligence Systems, SCIS/ISIS 2012
SP - 1561
EP - 1566
BT - 6th International Conference on Soft Computing and Intelligent Systems, and 13th International Symposium on Advanced Intelligence Systems, SCIS/ISIS 2012
T2 - 2012 Joint 6th International Conference on Soft Computing and Intelligent Systems, SCIS 2012 and 13th International Symposium on Advanced Intelligence Systems, ISIS 2012
Y2 - 20 November 2012 through 24 November 2012
ER -