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JMLR
2012
12 years 12 days ago
Multi-label Subspace Ensemble
A challenging problem of multi-label learning is that both the label space and the model complexity will grow rapidly with the increase in the number of labels, and thus makes the...
Tianyi Zhou, Dacheng Tao
ICANN
1997
Springer
14 years 2 months ago
Kernel Principal Component Analysis
A new method for performing a nonlinear form of Principal Component Analysis is proposed. By the use of integral operator kernel functions, one can e ciently compute principal comp...
Bernhard Schölkopf, Alex J. Smola, Klaus-Robe...
DEXAW
2009
IEEE
73views Database» more  DEXAW 2009»
14 years 1 months ago
Matching Semantic Web Resources
—In this paper, we propose knowledge-chunk based techniques for instance matching and mapping discovery of Semantic Web resources. Knowledge chunks provide a synthetic representa...
Silvana Castano, Alfio Ferrara, Stefano Montanelli...
ESANN
2008
13 years 11 months ago
SOM based clustering with instance-level constraints
This paper describes a new topological map dedicated to clustering under instance-level constraints. In general, traditional clustering is used in an unsupervised manner. However,...
Fazia Bellal, Khalid Benabdeslem, Alexandre Aussem
LAWEB
2004
IEEE
13 years 11 months ago
Interface Development for Hypermedia Applications in the Semantic Web
The Semantic Web has been gaining increasing attention, spurring a large number of initiatives to design and implement applications in this environment. This paper proposes an app...
Sabrina Silva de Moura, Daniel Schwabe