Improving image annotation in imbalanced classification problems with ranking SVM

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 6242 LNCS, Issue , 2010, Pages 291-294

  Fakeri Tabrizi, Ali ^a   Tollari, Sabrina ^a   Usunier, Nicolas ^a   Gallinari, Patrick ^a  

^a UNIVERSITÉ PIERRE ET MARIE CURIE   (France)

Author keywords

[No Author keywords available]

Indexed keywords

IMAGE ANNOTATION; IMBALANCED CLASSIFICATION; IMBALANCED DATA; IMBALANCED DATA-SETS; LOSS FUNCTIONS; PREDICTION QUALITY; RANKING SVM; VISUAL FEATURE;

LINGUISTICS;

IMAGE ANALYSIS;

EID: 78049324533     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-15751-6_37     Document Type: Conference Paper

References (3)

1. Glotin, H., Fakeri-Tabrizi, A., Mulhem, P., Ferecatu, M., Zhao, Z.-Q., Tollari, S., Quenot, G., Sahbi, H., Dumont, E., Gallinari, P.: Comparison of various AVEIR visual concept detectors with an index of carefulness. In: CLEF Working Notes (2009)
2. Joachims, T.: A support vector method for multivariate performance measures. In: International Conference on Machine Learning, ICML (2005)
3. Nowak, S., Dunker, P.: Overview of the CLEF 2009 large scale - visual concept detection and annotation task. In: Peters, C., et al. (eds.) CLEF 2009 Workshop, Part II. LNCS, vol. 6242, Springer, Heidelberg (2010)