MLKD's participation at the CLEF 2011 photo annotation and concept-based retrieval tasks

CEUR Workshop Proceedings

Volumn 1177, Issue , 2011, Pages

  Spyromitros Xious, Eleftherios ^a   Sechidis, Konstantinos ^a   Tsoumakas, Grigorios ^a   Vlahavas, Ioannis ^a  

^a ARISTOTLE UNIVERSITY OF THESSALONIKI   (Greece)

Author keywords

[No Author keywords available]

Indexed keywords

DECISION TREES; LEARNING ALGORITHMS; LEARNING SYSTEMS; OPEN SOURCE SOFTWARE;

BINARY RELEVANCES; CONCEPT-BASED RETRIEVAL; ENSEMBLE OF CLASSIFIERS; MULTI-LABEL LEARNING; MULTI-MODAL APPROACH; OPEN-SOURCE LIBRARIES; PHOTO ANNOTATIONS; TEXTUAL INFORMATION;

FEATURE EXTRACTION;

EID: 84922041890     PISSN: 16130073     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (9)

1. Huiskes, M.J., Thomee, B., Lew, M.S.: New trends and ideas in visual concept detection: The mir flickr retrieval evaluation initiative. In: MIR '10: Proceedings of the 2010 ACM International Conference on Multimedia Information Retrieval. pp. 527-536. ACM, New York, NY, USA (2010).
2. Ioannou, M., Sakkas, G., Tsoumakas, G., Vlahavas, I.: Obtaining bipartitions from score vectors for multi-label classification. Tools with Artificial Intelligence, IEEE International Conference on 1, 409-416 (2010).
3. Lewis, D.D., Yang, Y., Rose, T.G., Li, F.: Rcv1: A new benchmark collection for text categorization research. J. Mach. Learn. Res. 5, 361-397 (2004).
4. Nowak, S., Nagel, K., Liebetrau, J.: The clef 2011 photo annotation and concept- based retrieval tasks. In: Working Notes of CLEF 2011 (2011).
5. Read, J., Pfahringer, B., Holmes, G., Frank, E.: Classifier chains for multi-label classification. In: Proc. 20th European Conference on Machine Learning (ECML 2009). pp. 254-269 (2009).
6. van de Sande, K.E.A., Gevers, T.: University of Amsterdam at the Visual Concept Detection and Annotation Tasks, The Information Retrieval Series, vol. 32: ImageCLEF, chap. 18, pp. 343-358. Springer (2010).
7. van de Sande, K.E.A., Gevers, T., Snoek, C.G.M.: Evaluating color descriptors for object and scene recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence 32(9), 1582-1596 (2010).
8. Tsoumakas, G., Katakis, I., Vlahavas, I.: Mining multi-label data. In: Maimon, O., Rokach, L. (eds.) Data Mining and Knowledge Discovery Handbook, chap. 34, pp. 667-685. Springer, 2nd edn. (2010).
9. Tsoumakas, G., Spyromitros-Xious, E., Vilcek, J., Vlahavas, I.: Mulan: A java library for multi-label learning. Journal of Machine Learning Research (JMLR) 12, 2411-2414 (July 12 2011).