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13

AI
2005
Springer

129views Artificial Intelligence» more AI 2005»

Towards an Ontology-Based Spatial Clustering Framework

13 years 10 months ago

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

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12

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CSB
2005
IEEE

170views Bioinformatics» more CSB 2005»

Cluster Utility: A New Metric for Clustering Biological Sequences

13 years 11 months ago

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Jason Lee, Sun Kim

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12

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ICML
2005
IEEE

135views Machine Learning» more ICML 2005»

Supervised clustering with support vector machines

14 years 6 months ago

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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

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21

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ICML
2005
IEEE

138views Machine Learning» more ICML 2005»

Error bounds for correlation clustering

14 years 6 months ago

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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

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38

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ICDE
2005
IEEE

140views Database» more ICDE 2005»

On Discovery of Extremely Low-Dimensional Clusters using Semi-Supervised Projected Clustering

14 years 6 months ago

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Kevin Y. Yip, David W. Cheung, Michael K. Ng

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