Publications
Peer-Reviewed Journal Papers:
G. Tsoumakas, E. Spyromitros-Xioufis, J. Vilcek, I. Vlahavas, "Mulan: A Java Library for Multi-Label Learning", Journal of Machine Learning Research, 2011.
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Peer-Reviewed Conference Papers:
E. Spyromitros-Xioufis, M. Spiliopoulou, G. Tsoumakas, I. Vlahavas, "Dealing with Concept Drift and Class Imbalance in Multi-label Stream Classification", Proc. 22nd International Joint Conference on Artificial Intelligence (IJCAI'11), Barcelona, Spain, July 16-22, 2011.
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G. Tsoumakas, A. Dimou, E. Spyromitros-Xioufis, V. Mezaris, I. Kompatsiaris, I. Vlahavas, "Correlation-Based Pruning of Stacked Binary Relevance Models for Multi-Label Learning", Proc. ECML/PKDD 2009 Workshop on Learning from Multi-Label Data (MLD'09), pp. 101-116, Bled, Slovenia, September 2009.
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Other Publications:
E. Spyromitros-Xioufis, K. Sechidis, G. Tsoumakas, I. Vlahavas, "MLKD's Participation at the CLEF 2011 Photo Annotation and Concept-Based Retrieval Tasks", ImageClef Lab of CLEF 2011 Conference on Multilingual and Multimodal Information Access Evaluation, Amsterdam, Netherlands, 19-22 September, 2011.
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Data Mining Cup 2011 Presentation
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G. Tsoumakas, E. Spyromitros-Xioufis, J. Vilcek, I. Vlahavas, "Mulan: A Java Library for Multi-Label Learning", ICML 2010 Workshop on Machine Learning Open Source Software (MLOSS 2010), Demo/Poster Session, Haifa, Israel, June 2010.
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Thesis:
"Dealing with Concept Drift and Class Imbalance in Multi-label Stream Classification", Master's Thesis, Department of Informatics,
Aristotle University of Thessaloniki, 2011.
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"Development of Multi-label Classification Algorithms", Diploma Thesis, Department of Informatics,
Aristotle University of Thessaloniki, 2009. (in Greek)
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