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ICDM
2010
IEEE
198views Data Mining» more  ICDM 2010»
9 years 3 months ago
Hierarchical Ensemble Clustering
Ensemble clustering has emerged as an important elaboration of the classical clustering problems. Ensemble clustering refers to the situation in which a number of different (input)...
Li Zheng, Tao Li, Chris H. Q. Ding
MCS
2005
Springer
9 years 11 months ago
Cluster-Based Cumulative Ensembles
Abstract. In this paper, we propose a cluster-based cumulative representation for cluster ensembles. Cluster labels are mapped to incrementally accumulated clusters, and a matching...
Hanan Ayad, Mohamed S. Kamel
ICPR
2010
IEEE
9 years 3 months ago
A Novel Multi-view Agglomerative Clustering Algorithm Based on Ensemble of Partitions on Different Views
In this paper, we propose a new algorithm for extending the hierarchical clustering methods and introduce a Multi-View Agglomerative Clustering approach to handle multi-view repre...
Hamidreza Mirzaei
PAKDD
2007
ACM
143views Data Mining» more  PAKDD 2007»
9 years 11 months ago
Clustering Ensembles Based on Normalized Edges
The co-association (CA) matrix was previously introduced to combine multiple partitions. In this paper, we analyze the CA matrix, and address its diļ¬€erence from the similarity ma...
Yan Li, Jian Yu, Pengwei Hao, Zhulin Li
WACV
2005
IEEE
9 years 11 months ago
Ensemble Methods in the Clustering of String Patterns
We address the problem of clustering of contour images from hardware tools based on string descriptions, in a comparative study of cluster combination techniques. Several clusteri...
André Lourenço, Ana L. N. Fred
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