Diversity-driven Widening of Hierarchical Agglomerative Clustering

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FROMONT, Elisa, ed., Tijl DE BIE, ed., Matthijs van LEEUWEN, ed.. Advances in Intelligent Data Analysis XIV : 14th International Symposium, IDA 2015 Saint Etienne, France, October 22–24, 2015 Proceedings. Cham: Springer, 2015, pp. 84-94. Lecture Notes in Computer Science. 9385. ISSN 0302-9743. eISSN 1611-3349. ISBN 978-3-319-24464-8. Available under: doi: 10.1007/978-3-319-24465-5_8
Zusammenfassung

In this paper we show that diversity-driven widening, the parallel exploration of the model space with focus on developing diverse models, can improve hierarchical agglomerative clustering. Depending on the selected linkage method, the model that is found through the widened search achieves a better silhouette coefficient than its sequentially built counterpart.

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004 Informatik
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widening, data mining, clustering, hierarchical clustering, diversity
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Intelligent Data Analysis 2015 : 14th International Symposium, 22. Okt. 2015 - 24. Okt. 2015, Saint Etienne
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ISO 690FILLBRUNN, Alexander, Michael R. BERTHOLD, 2015. Diversity-driven Widening of Hierarchical Agglomerative Clustering. Intelligent Data Analysis 2015 : 14th International Symposium. Saint Etienne, 22. Okt. 2015 - 24. Okt. 2015. In: FROMONT, Elisa, ed., Tijl DE BIE, ed., Matthijs van LEEUWEN, ed.. Advances in Intelligent Data Analysis XIV : 14th International Symposium, IDA 2015 Saint Etienne, France, October 22–24, 2015 Proceedings. Cham: Springer, 2015, pp. 84-94. Lecture Notes in Computer Science. 9385. ISSN 0302-9743. eISSN 1611-3349. ISBN 978-3-319-24464-8. Available under: doi: 10.1007/978-3-319-24465-5_8
BibTex
@inproceedings{Fillbrunn2015Diver-32217,
  year={2015},
  doi={10.1007/978-3-319-24465-5_8},
  title={Diversity-driven Widening of Hierarchical Agglomerative Clustering},
  number={9385},
  isbn={978-3-319-24464-8},
  issn={0302-9743},
  publisher={Springer},
  address={Cham},
  series={Lecture Notes in Computer Science},
  booktitle={Advances in Intelligent Data Analysis XIV : 14th International Symposium, IDA 2015 Saint Etienne, France, October 22–24, 2015 Proceedings},
  pages={84--94},
  editor={Fromont, Elisa and De Bie, Tijl and Leeuwen, Matthijs van},
  author={Fillbrunn, Alexander and Berthold, Michael R.}
}
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