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23

AAAI
2008

140views Intelligent Agents» more AAAI 2008»

From Comparing Clusterings to Combining Clusterings

13 years 9 months ago

This paper presents a fast simulated annealing framework for combining multiple clusterings (i.e. clustering ensemble) based on some measures of agreement between partitions, whic...

Zhiwu Lu, Yuxin Peng, Jianguo Xiao

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23

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ECML
2006
Springer

135views Machine Learning» more ECML 2006»

Subspace Metric Ensembles for Semi-supervised Clustering of High Dimensional Data

13 years 11 months ago

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A critical problem in clustering research is the definition of a proper metric to measure distances between points. Semi-supervised clustering uses the information provided by the ...

Bojun Yan, Carlotta Domeniconi

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20

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GECCO
2004
Springer

116views Optimization» more GECCO 2004»

Reducing Fitness Evaluations Using Clustering Techniques and Neural Network Ensembles

14 years 26 days ago

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Abstract. In many real-world applications of evolutionary computation, it is essential to reduce the number of ﬁtness evaluations. To this end, computationally eﬃcient models c...

Yaochu Jin, Bernhard Sendhoff

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19

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ECSQARU
2009
Springer

147views Automated Reasoning» more ECSQARU 2009»

Belief Functions and Cluster Ensembles

14 years 2 months ago

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Abstract. In this paper, belief functions, deﬁned on the lattice of partitions of a set of objects, are investigated as a suitable framework for combining multiple clusterings. W...

Marie-Hélène Masson, Thierry Denoeux

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10

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ICPR
2008
IEEE

111views Computer Vision» more ICPR 2008»

Knowledge based cluster ensemble for 3D head model classification

14 years 1 months ago

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Zhiwen Yu, Hau-San Wong

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