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COCOON
2009
Springer
13 years 12 months ago
Graph-Based Data Clustering with Overlaps
We introduce overlap cluster graph modification problems where, other than in most previous work, the clusters of the target graph may overlap. More precisely, the studied graph p...
Michael R. Fellows, Jiong Guo, Christian Komusiewi...
SIAMDM
2010
108views more  SIAMDM 2010»
13 years 2 days ago
A More Relaxed Model for Graph-Based Data Clustering: s-Plex Cluster Editing
Jiong Guo, Christian Komusiewicz, Rolf Niedermeier...
ICDM
2007
IEEE
179views Data Mining» more  ICDM 2007»
13 years 11 months ago
GDClust: A Graph-Based Document Clustering Technique
This paper introduces a new technique of document clustering based on frequent senses. The proposed system, GDClust (Graph-Based Document Clustering) works with frequent senses ra...
M. Shahriar Hossain, Rafal A. Angryk
AAIM
2009
Springer
118views Algorithms» more  AAIM 2009»
13 years 12 months ago
A More Relaxed Model for Graph-Based Data Clustering: s-Plex Editing
We introduce the s-Plex Editing problem generalizing the well-studied Cluster Editing problem, both being NP-hard and both being motivated by graph-based data clustering. Instead o...
Jiong Guo, Christian Komusiewicz, Rolf Niedermeier...
ICDM
2006
IEEE
129views Data Mining» more  ICDM 2006»
13 years 11 months ago
Consensus Clustering for Detection of Overlapping Clusters in Microarray Data
Most clustering algorithms are partitional in nature, assigning each data point to exactly one cluster. However, several real world datasets have inherently overlapping clusters i...
Meghana Deodhar, Joydeep Ghosh