Publications

Peer-Reviewed Journal Papers:


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G. Tsoumakas, E. Spyromitros-Xioufis, J. Vilcek, I. Vlahavas, "Mulan: A Java Library for Multi-Label Learning", Journal of Machine Learning Research, 2011. [paper]

Peer-Reviewed Conference Papers:


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E. Spyromitros-Xioufis, E. Stachtiari, G. Tsoumakas, I. Vlahavas, "A Hybrid Approach for Cold-start Recommendations of Videolectures", Proc. ECML/PKDD 2011 Discovery Challenge Workshop, Athens, Greece, September, 2011. [paper] [slides]
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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. [paper] [slides] [poster] [videolecture]
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E. Spyromitros-Xioufis, G. Tsoumakas, I. Vlahavas "Multi-label Learning Approaches for Music Instrument Recognition", Proc. 9th International Symposium on Methodologies for Intelligent Systems (ISMIS 2011), Warsaw, Poland, 2011. [paper] [slides]
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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. [paper]
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E. Spyromitros-Xioufis, G. Tsoumakas, I. Vlahavas, "An Empirical Study of Lazy Multilabel Classification Algorithms", Proc. 5th Hellenic Conference on Artificial Intelligence (SETN 2008), Springer, pp. 401-406, Syros, Greece, 2008. [paper] [slides]

Other Publications:


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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. [paper] [slides] [poster]
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Data Mining Cup 2011 Presentation [slides]
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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. [poster] [slides] [videolecture]

Thesis:


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"Dealing with Concept Drift and Class Imbalance in Multi-label Stream Classification", Master's Thesis, Department of Informatics, Aristotle University of Thessaloniki, 2011. [thesis]
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"Development of Multi-label Classification Algorithms", Diploma Thesis, Department of Informatics, Aristotle University of Thessaloniki, 2009. (in Greek) [thesis]