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Volumn , Issue , 2009, Pages 296-305

How well does active learning actually work? Time-based evaluation of cost-reduction strategies for language documentation

Author keywords

[No Author keywords available]

Indexed keywords

ACTIVE LEARNING; COST-SENSITIVE LEARNING; EXAMPLE SELECTION; LABEL SUGGESTION; RANDOM SELECTION;

EID: 78650965441     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (51)

References (21)
  • 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. Natural Language Engineering, 14(2):199-222.
    • (2008) Natural Language Engineering , vol.14 , Issue.2 , pp. 199-222
    • Baldridge, J.1    Osborne, M.2
  • 4
    • 85153947869 scopus 로고
    • Active learning with statistical models
    • G. Tesauro, D. Touretzky, and T. Leen, editors. The MIT Press
    • David A. Cohn, Zoubin Ghahramani, and Michael I. Jordan. 1995. Active learning with statistical models. In G. Tesauro, D. Touretzky, and T. Leen, editors, Advances in Neural Information Processing Systems, volume 7, pages 705-712. The MIT Press.
    • (1995) Advances in Neural Information Processing Systems , vol.7 , pp. 705-712
    • Cohn, D.A.1    Ghahramani, Z.2    Jordan, M.I.3
  • 5
    • 78349265614 scopus 로고    scopus 로고
    • Cambridge University Press, Cambridge
    • David Crystal. 2000. Language Death. Cambridge University Press, Cambridge.
    • (2000) Language Death
    • Crystal, D.1
  • 7
    • 70349254685 scopus 로고    scopus 로고
    • Proactive learning: Cost-sensitive active learning with multiple imperfect oracles
    • Napa Valley, CA
    • Pinar Donmez and Jaime G. Carbonell. 2008. Proactive learning: Cost-sensitive active learning with multiple imperfect oracles. In Proceedings of CIKM08, Napa Valley, CA.
    • (2008) Proceedings of CIKM08
    • Donmez, P.1    Carbonell, J.G.2
  • 10
    • 34249852033 scopus 로고
    • Building a large annotated corpus of English: The penn treebank
    • Mitchell P. Marcus, Beatrice Santorini, and Mary Ann Marcinkiewicz. 1993. Building a large annotated corpus of English: the Penn Treebank. Computational linguistics, 9:313-330.
    • (1993) Computational Linguistics , vol.9 , pp. 313-330
    • Marcus, M.P.1    Santorini, B.2    Marcinkiewicz, M.A.3
  • 19
    • 80053360508 scopus 로고    scopus 로고
    • Cheap and fast - But is it good? Evaluating non-expert annotations for natural language tasks
    • Rion Snow, Brendan O'Connor, Daniel Jurafsky, and Andrew Y. Ng. 2008. Cheap and fast - but is it good? Evaluating non-expert annotations for natural language tasks. In Proceedings of EMNLP 2008, pages 254-263.
    • (2008) Proceedings of EMNLP 2008 , pp. 254-263
    • Snow, R.1    O'connor, B.2    Jurafsky, D.3    Ng, A.Y.4
  • 21
    • 85162021858 scopus 로고    scopus 로고
    • Multi-level active prediction of useful image annotations for recognition
    • Vancouver, Canada
    • Sudheendra Vijayanarasimhan and Kristen Grauman. 2008. Multi-level active prediction of useful image annotations for recognition. In Proceedings of NIPS08, Vancouver, Canada.
    • (2008) Proceedings of NIPS08
    • Vijayanarasimhan, S.1    Grauman, K.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.