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» Approximation schemes for clustering problems
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121
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SDM
2007
SIAM
177views Data Mining» more  SDM 2007»
15 years 4 months ago
Multi-way Clustering on Relation Graphs
A number of real-world domains such as social networks and e-commerce involve heterogeneous data that describes relations between multiple classes of entities. Understanding the n...
Arindam Banerjee, Sugato Basu, Srujana Merugu
138
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ICAC
2006
IEEE
15 years 9 months ago
The Laundromat Model for Autonomic Cluster Computing
Traditional High Performance Computing systems require extensive management and suffer from security and configuration problems. This paper presents a new clustermanagement syste...
Jacob Gorm Hansen, Eske Christiansen, Eric Jul
KAIS
2007
75views more  KAIS 2007»
15 years 3 months ago
Non-redundant data clustering
Data clustering is a popular approach for automatically finding classes, concepts, or groups of patterns. In practice this discovery process should avoid redundancies with existi...
David Gondek, Thomas Hofmann
WWW
2010
ACM
15 years 10 months ago
Empirical comparison of algorithms for network community detection
Detecting clusters or communities in large real-world graphs such as large social or information networks is a problem of considerable interest. In practice, one typically chooses...
Jure Leskovec, Kevin J. Lang, Michael W. Mahoney
154
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JMLR
2010
198views more  JMLR 2010»
15 years 1 months ago
On Learning with Integral Operators
A large number of learning algorithms, for example, spectral clustering, kernel Principal Components Analysis and many manifold methods are based on estimating eigenvalues and eig...
Lorenzo Rosasco, Mikhail Belkin, Ernesto De Vito