Taking into account the differences between actively and passively acquired data: The case of active learning with support vector machines for imbalanced datasets

NAACL-HLT 2009 - Human Language Technologies: 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics, Short Papers

Volumn , Issue , 2009, Pages 137-140

  Bloodgood, Michael ^a   Vijay Shanker, K ^b  

^a Johns Hopkins University   (United States)

^b University of Delaware   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

COST BENEFIT ANALYSIS;

ACTIVE LEARNING; COST MODELS; IMBALANCED DATA; IMBALANCED DATASET; LABELED TRAINING DATA; PASSIVE LEARNING; SAMPLED DATA; SUPPORT VECTORS MACHINE;

SUPPORT VECTOR MACHINES;

EID: 85059361118     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (8)

1. Mark L. Berenson, David M. Levine, and David Rindskopf. 1988. Applied Statistics. Prentice-Hall, Englewood Cliffs, NJ.
2. Michael Bloodgood and K. Vijay-Shanker. 2009. A method for stopping active learning based on stabilizing predictions and the need for user-adjustable stopping. In CoNLL.
3. Seyda Ertekin, Jian Huang, Léon Bottou, and C. Lee Giles. 2007. Learning on the border: active learning in imbalanced data classification. In CIKM.
4. Claudio Giuliano, Alberto Lavelli, and Lorenza Romano. 2006. Exploiting shallow linguistic information for relation extraction from biomedical literature. In EACL.
5. Thorsten Joachims. 1998. Text categorization with suport vector machines: Learning with many relevant features. In ECML, pages 137–142.
6. Thorsten Joachims. 1999. Making large-scale SVM learning practical. In Advances in Kernel Methods – Support Vector Learning, pages 169–184.
7. Katharina Morik, Peter Brockhausen, and Thorsten Joachims. 1999. Combining statistical learning with a knowledge-based approach - a case study in intensive care monitoring. In ICML, pages 268–277.
8. Jingbo Zhu and Eduard Hovy. 2007. Active learning for word sense disambiguation with methods for addressing the class imbalance problem. In EMNLP-CoNLL.