de.NBI - Etablierungsphase - Leistungszentrum - CIBI - The Center for Integrative Bioformatics

Participants
Institutions
  • Universität Konstanz
  • FB Informatik und Informationswissenschaft
Publications
  Fillbrunn, Alexander; Berthold, Michael R. (2015): Diversity-driven Widening of Hierarchical Agglomerative Clustering 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

Diversity-driven Widening of Hierarchical Agglomerative Clustering

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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.

Origin (projects)

Funding sources
Name Project no. Description Period
Bundesministerium für Bildung und Forschung458/15
Further information
Period: 01.03.2015 – 28.02.2018