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Volumn 4932 LNCS, Issue , 2008, Pages 96-111

Cost-minimising strategies for data labelling: Optimal stopping and active learning

Author keywords

[No Author keywords available]

Indexed keywords

EDUCATION; FOUNDATIONS; INFERENCE ENGINES; LABELING; LABELS; MERGERS AND ACQUISITIONS; PLANNING; STRATEGIC PLANNING;

EID: 49949084840     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-77684-0_9     Document Type: Conference Paper
Times cited : (15)

References (13)
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    • 85153947869 scopus 로고
    • Active learning with statistical models
    • Tesauro, G, Touretzky, D, Leen, T, eds, The MIT Press, Cambridge
    • Cohn, D.A., Ghahramani, Z., Jordan, M.L: Active learning with statistical models. In: Tesauro, G., Touretzky, D., Leen, T. (eds.) Advances in Neural Information Processing Systems, vol. 7, pp. 705-712. The MIT Press, Cambridge (1995)
    • (1995) Advances in Neural Information Processing Systems , vol.7 , pp. 705-712
    • Cohn, D.A.1    Ghahramani, Z.2    Jordan, M.L.3
  • 5
    • 33750331973 scopus 로고    scopus 로고
    • Körner, C., Wrobel, S.: Multi-class ensemble-based active learning. In: Fürnkranz, J., Scheffer, T., Spiliopoulou, M. (eds.) ECML 2006. LNCS (LNAI), 4212, pp. 687-694. Springer, Heidelberg (2006)
    • Körner, C., Wrobel, S.: Multi-class ensemble-based active learning. In: Fürnkranz, J., Scheffer, T., Spiliopoulou, M. (eds.) ECML 2006. LNCS (LNAI), vol. 4212, pp. 687-694. Springer, Heidelberg (2006)
  • 8
    • 49949090787 scopus 로고    scopus 로고
    • Campbell, C., Cristianini, N., Smola, A.: Query learning with large margin classifiers. In: ICML 2000. Proceedings of the 17th International Conference on Machine Learning, pp. 111-118 (2000) [9] Balean, M.F., Beygelzimer, A., Langford, J.: Agnostic active learning. In: Cohen, W.W., Moore, A. (eds.) 23rd International Conference on Machine Learning, pp. 65-72. ACM, New York (2006)
    • Campbell, C., Cristianini, N., Smola, A.: Query learning with large margin classifiers. In: ICML 2000. Proceedings of the 17th International Conference on Machine Learning, pp. 111-118 (2000) [9] Balean, M.F., Beygelzimer, A., Langford, J.: Agnostic active learning. In: Cohen, W.W., Moore, A. (eds.) 23rd International Conference on Machine Learning, pp. 65-72. ACM, New York (2006)
  • 9
  • 11
    • 0031211090 scopus 로고    scopus 로고
    • A decision-theoretic generalization of on-line learning and an application to boosting
    • Freund, Y., Schapire, R.E.: A decision-theoretic generalization of on-line learning and an application to boosting. Journal of Computer and System Sciences 55(1), 119-139 (1997)
    • (1997) Journal of Computer and System Sciences , vol.55 , Issue.1 , pp. 119-139
    • Freund, Y.1    Schapire, R.E.2
  • 13
    • 0442319140 scopus 로고    scopus 로고
    • Toward optimal active learning through sampling estimation of error reduction
    • Morgan Kaufmann, San Francisco, CA
    • Roy, N., McCallum, A.: Toward optimal active learning through sampling estimation of error reduction. In: Proc. 18th International Conf. on Machine Learning, pp. 441-448. Morgan Kaufmann, San Francisco, CA (2001)
    • (2001) Proc. 18th International Conf. on Machine Learning , pp. 441-448
    • Roy, N.1    McCallum, A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.