메뉴 건너뛰기




Volumn , Issue , 2009, Pages 39-47

A method for stopping active learning based on stabilizing predictions and the need for user-adjustable stopping

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; LEARNING SYSTEMS;

EID: 84858247890     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.3115/1596374.1596384     Document Type: Conference Paper
Times cited : (67)

References (20)
  • 1
    • 57349126313 scopus 로고    scopus 로고
    • Inter-coder agreement for computational linguistics
    • Ron Artstein and Massimo Poesio. 2008. Inter-coder agreement for computational linguistics. Computational Linguistics, 34(4):555-596.
    • (2008) Computational Linguistics , vol.34 , Issue.4 , pp. 555-596
    • Artstein, R.1    Poesio, M.2
  • 2
    • 40949091034 scopus 로고    scopus 로고
    • Active learning and logarithmic opinion pools for hpsg parse selection
    • Jason Baldridge and Miles Osborne. 2008. Active learning and logarithmic opinion pools for hpsg parse selection. Nat. Lang. Eng., 14(2):191-222.
    • (2008) Nat. Lang. Eng , vol.14 , Issue.2 , pp. 191-222
    • Baldridge, J.1    Osborne, M.2
  • 3
    • 85059361118 scopus 로고    scopus 로고
    • Taking into account the differences between actively and passively acquired data: The case of active learning with support vector machines for imbalanced datasets
    • Michael Bloodgood and K. Vijay-Shanker. 2009. Taking into account the differences between actively and passively acquired data: The case of active learning with support vector machines for imbalanced datasets. In NAACL.
    • (2009) NAACL
    • Bloodgood, M.1    Vijay-Shanker, K.2
  • 6
    • 47649122988 scopus 로고    scopus 로고
    • Trec 2005 spam track overview
    • Gordon Cormack and Thomas Lynam. 2005. Trec 2005 spam track overview. In TREC-14.
    • (2005) TREC-14
    • Cormack, G.1    Lynam, T.2
  • 8
    • 63449090301 scopus 로고    scopus 로고
    • Learning on the border: Active learning in imbalanced data classification
    • Mário J. Silva, Alberto H. F. Laender, Ricardo A. Baeza-Yates, Deborah L. McGuinness, Bjørn Olstad, Øystein Haug Olsen, and André O. Falcão, editors, Portugal, November 6-10, 2007, ACM
    • Seyda Ertekin, Jian Huang, Léon Bottou, and C. Lee Giles. 2007. Learning on the border: active learning in imbalanced data classification. In Mário J. Silva, Alberto H. F. Laender, Ricardo A. Baeza-Yates, Deborah L. McGuinness, Bjørn Olstad, Øystein Haug Olsen, and André O. Falcão, editors, Proceedings of the Sixteenth ACM Conference on Information and Knowledge Management, CIKM 2007, Lisbon, Portugal, November 6-10, 2007, pages 127-136. ACM.
    • (2007) Proceedings of the Sixteenth ACM Conference On Information and Knowledge Management, CIKM 2007 , pp. 127-136
    • Ertekin, S.1    Huang, J.2    Bottou, L.3    Lee, G.C.4
  • 9
    • 84957069814 scopus 로고    scopus 로고
    • Text categorization with suport vector machines: Learning with many relevant features
    • Thorsten Joachims. 1998. Text categorization with suport vector machines: Learning with many relevant features. In ECML, pages 137-142.
    • (1998) ECML , pp. 137-142
    • Joachims, T.1
  • 12
    • 8444226721 scopus 로고    scopus 로고
    • Biomedical named entity recognition using two-phase model based on svms
    • Ki-Joong Lee, Young-Sook Hwang, Seonho Kim, and Hae-Chang Rim. 2004. Biomedical named entity recognition using two-phase model based on svms. Journal of Biomedical Informatics, 37(6):436-447.
    • (2004) Journal of Biomedical Informatics , vol.37 , Issue.6 , pp. 436-447
    • Ki-Joong, L.1    Young-Sook, H.2    Kim, S.3    Hae-Chang, R.4
  • 14
    • 0007696417 scopus 로고    scopus 로고
    • Less is more: Active learning with support vector machines
    • Morgan Kaufmann, San Francisco, CA
    • Greg Schohn and David Cohn. 2000. Less is more: Active learning with support vector machines. In Proc. 17th International Conf. on Machine Learning, pages 839-846.Morgan Kaufmann, San Francisco, CA.
    • (2000) Proc. 17th International Conf. On Machine Learning , pp. 839-846
    • Schohn, G.1    Cohn, D.2
  • 15
    • 84904806792 scopus 로고    scopus 로고
    • Online active learning methods for fast label-efficient spam filtering
    • Mountain View, CA, USA
    • D. Sculley. 2007. Online active learning methods for fast label-efficient spam filtering. In Conference on Email and Anti-Spam (CEAS), Mountain View, CA, USA.
    • (2007) Conference On Email and Anti-Spam (CEAS)
    • Sculley, D.1
  • 16
    • 0042868698 scopus 로고    scopus 로고
    • Support vector machine active learning with applications to text classification
    • Simon Tong and Daphne Koller. 2002. Support vector machine active learning with applications to text classification. Journal of Machine Learning Research (JMLR), 2:45-66.
    • (2002) Journal of Machine Learning Research (JMLR) , vol.2 , pp. 45-66
    • Tong, S.1    Koller, D.2
  • 17
    • 40149096977 scopus 로고    scopus 로고
    • A stopping criterion for active learning
    • Andreas Vlachos. 2008. A stopping criterion for active learning. Computer Speech and Language, 22(3):295-312.
    • (2008) Computer Speech and Language , vol.22 , Issue.3 , pp. 295-312
    • Vlachos, A.1
  • 19
    • 85120336132 scopus 로고    scopus 로고
    • Learning a stopping criterion for active learning for word sense disambiguation and text classification
    • Jingbo Zhu, Huizhen Wang, and Eduard Hovy. 2008a. Learning a stopping criterion for active learning for word sense disambiguation and text classification. In IJCNLP.
    • (2008) IJCNLP
    • Zhu, J.1    Wang, H.2    Hovy, E.3
  • 20
    • 80053426910 scopus 로고    scopus 로고
    • Multi-criteria-based strategy to stop active learning for data annotation
    • Manchester, UK, August. Coling 2008 Organizing Committee
    • Jingbo Zhu, Huizhen Wang, and Eduard Hovy. 2008b. Multi-criteria-based strategy to stop active learning for data annotation. In Proceedings of the 22nd International Conference on Computational Linguistics (Coling 2008), pages 1129-1136, Manchester, UK, August. Coling 2008 Organizing Committee.
    • (2008) Proceedings of the 22nd International Conference On Computational Linguistics (Coling 2008) , pp. 1129-1136
    • Zhu, J.1    Wang, H.2    Hovy, E.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.