Publications related to Clus

Predictive Clustering

Predictive Clustering Trees

  • D. Kocev, C. Vens, J. Struyf and S. Džeroski, Ensembles of multi-objective decision trees. In J. Kok, J. Koronacki, R. de Mántaras, S. Matwin, D. Mladenić and A. Skowron, editors, Machine Learning: ECML 2007, 18th European Conference on Machine Learning, Proceedings. Lecture Notes in Computer Science, volume 4701, pages 624-631, Springer, 2007, [Abstract], [BibTeX], [DOI].

Predictive Clustering Rules

  • B. Ženko and S. Džeroski, Learning classification rules for multiple target attributes. In T. Washio, E. Suzuki, K.M. Ting and A. Inokuchi, editors, Proceedings of the 12th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2008). Lecture Notes in Computer Science, volume 5012, pages 454-465, Springer, 2008, [BibTeX], [DOI].
  • B. Ženko, S. Džeroski and J. Struyf, Learning predictive clustering rules. In F. Bonchi and J. Boulicaut, editors, Knowledge Discovery in Inductive Databases, 4th International Workshop, KDID'05, Revised, Selected and Invited Papers. Lecture Notes in Computer Science, volume 3933, pages 234-250, Springer, 2006, [Abstract], [BibTeX], [DOI].
  • T. Aho, B. Ženko and S. Džeroski. Rule ensembles for multi-target regression. In: W. Wang, editor. The Ninth IEEE International Conference on Data Mining, 6-9 December 2009, Miami, Florida, ICDM 2009, pages 21-30, Danvers: The Institute of Electrical and Electronics Engineers, 2009, [BibTeX], [DOI].

Integrating Constraints in Predictive Clustering

  • J. Struyf and S. Džeroski, Clustering trees with instance level constraints. In J. Kok, J. Koronacki, R. de Mántaras, S. Matwin, D. Mladenić and A. Skowron, editors, Machine Learning: ECML 2007, 18th European Conference on Machine Learning, Proceedings. Lecture Notes in Computer Science, volume 4701, pages 359-370, Springer, 2007, [Abstract], [BibTeX], [DOI].
  • I. Slavkov, S. Džeroski, J. Struyf and S. Loskovska, Constrained clustering of gene expression profiles. In M. Grobelnik and D. Mladenic, editors, Proceedings of the Conference on Data Mining and Data Warehouses (SiKDD 2005) at the 7th International Multi-conference on Information Society 2005. pages 212-215, 2005, [Abstract], [BibTeX].

Applications

Multi-Objective Regression


Hierarchical Multi-Label Classification in Functional Genomics


Ranking


  • L. Todorovski, H. Blockeel, and S. Džeroski, Ranking with predictive clustering trees, Machine Learning: 13th European Conference on Machine Learning, Proceedings (Elomaa, T. and Mannila, H. and Toivonen, H., eds.), vol 2430, Lecture Notes in Artificial Intelligence, pp. 444-456, 2002 [ps.gz].

Time Series


  • S. Džeroski, V. Gjorgjioski, I. Slavkov and J. Struyf, Analysis of time series data with predictive clustering trees. In S. Džeroski and J. Struyf, editors, Knowledge Discovery in Inductive Databases, 5th International Workshop, KDID 2006, Berlin, Germany, September 18, 2006, Revised Selected and Invited Papers. Lecture Notes in Computer Science, volume 4747, pages 63-80, Springer, 2007, [Abstract], [BibTeX], [DOI].


Please contact the developers if you have a publication about predictive clustering that could be listed here.

publications.txt · Last modified: 2011/02/22 16:05 by bernardze
Trace: publications
www.chimeric.de Driven by DokuWiki Powered by PHP Valid CSS Valid XHTML 1.0