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2005
Springer
15 years 11 months ago
Towards an Ontology-Based Spatial Clustering Framework
Spatial clustering is an important topic in knowledge discovery research. However, most clustering methods do not consider semantic information during the clustering process. In th...
Xin Wang, Howard J. Hamilton
126
Voted
ICML
2005
IEEE
16 years 6 months ago
Supervised clustering with support vector machines
Supervised clustering is the problem of training a clustering algorithm to produce desirable clusterings: given sets of items and complete clusterings over these sets, we learn ho...
Thomas Finley, Thorsten Joachims
ICML
2005
IEEE
16 years 6 months ago
Error bounds for correlation clustering
This paper presents a learning theoretical analysis of correlation clustering (Bansal et al., 2002). In particular, we give bounds on the error with which correlation clustering r...
Thorsten Joachims, John E. Hopcroft
238
Voted
ICDE
2005
IEEE
140views Database» more  ICDE 2005»
16 years 6 months ago
On Discovery of Extremely Low-Dimensional Clusters using Semi-Supervised Projected Clustering
Kevin Y. Yip, David W. Cheung, Michael K. Ng