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ICDM
2006
IEEE
129views Data Mining» more  ICDM 2006»
14 years 4 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
IJCNN
2008
IEEE
14 years 4 months ago
On the sample mean of graphs
— We present an analytic and geometric view of the sample mean of graphs. The theoretical framework yields efficient subgradient methods for approximating a structural mean and ...
Brijnesh J. Jain, Klaus Obermayer
WAW
2009
Springer
187views Algorithms» more  WAW 2009»
14 years 4 months ago
Cluster Based Personalized Search
We study personalized web ranking algorithms based on the existence of document clusterings. Motivated by the topic sensitive page ranking of Haveliwala [19], we develop and imple...
Hyun Chul Lee, Allan Borodin
ICMCS
2009
IEEE
117views Multimedia» more  ICMCS 2009»
13 years 7 months ago
Clustering for music search results
Clustering for better representation of the diversity of text or image search results has been studied extensively. In this paper, we extend this methodology to the novel domain o...
Yi-Hsuan Yang, Yu-Ching Lin, Homer H. Chen
COLT
2003
Springer
14 years 3 months ago
On Finding Large Conjunctive Clusters
We propose a new formulation of the clustering problem that differs from previous work in several aspects. First, the goal is to explicitly output a collection of simple and meani...
Nina Mishra, Dana Ron, Ram Swaminathan