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Volumn 6635 LNAI, Issue PART 2, 2011, Pages 296-308

Finding rare classes: Adapting generative and discriminative models in active learning

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFIERS; LEARNING SYSTEMS;

EID: 79957943030     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-20847-8_25     Document Type: Conference Paper
Times cited : (8)

References (20)
  • 3
    • 60849106960 scopus 로고    scopus 로고
    • Active learning for object classification: From exploration to exploitation
    • Cebron, N., Berthold, M.R.: Active learning for object classification: from exploration to exploitation. Data Min. Knowl. Discov. 18(2), 283-299 (2009)
    • (2009) Data Min. Knowl. Discov. , vol.18 , Issue.2 , pp. 283-299
    • Cebron, N.1    Berthold, M.R.2
  • 4
    • 77958087285 scopus 로고    scopus 로고
    • SVMs, gaussian mixtures, and their generative/ discriminative fusion
    • Deselaers, T., Heigold, G., Ney, H.: SVMs, gaussian mixtures, and their generative/ discriminative fusion. In: ICPR (2008)
    • (2008) ICPR
    • Deselaers, T.1    Heigold, G.2    Ney, H.3
  • 5
    • 38049181434 scopus 로고    scopus 로고
    • Dual strategy active learning
    • Kok, J.N., Koronacki, J., Lopez de Mantaras, R., Matwin, S., Mladeni?, D., Skowron, A. (eds.) ECML 2007. Springer, Heidelberg
    • Donmez, P., Carbonell, J.G., Bennett, P.N.: Dual strategy active learning. In: Kok, J.N., Koronacki, J., Lopez de Mantaras, R., Matwin, S., Mladeni?, D., Skowron, A. (eds.) ECML 2007. LNCS (LNAI), vol. 4701, pp. 116-127. Springer, Heidelberg (2007)
    • (2007) LNCS (LNAI) , vol.4701 , pp. 116-127
    • Donmez, P.1    Carbonell, J.G.2    Bennett, P.N.3
  • 6
    • 63449090301 scopus 로고    scopus 로고
    • Learning on the border: Active learning in imbalanced data classification
    • Ertekin, S., Huang, J., Bottou, L., Giles, L.: Learning on the border: active learning in imbalanced data classification. In: CIKM (2007)
    • (2007) CIKM
    • Ertekin, S.1    Huang, J.2    Bottou, L.3    Giles, L.4
  • 7
    • 33750220380 scopus 로고    scopus 로고
    • Hierarchical clustering of a mixture model
    • Goldberger, J., Roweis, S.: Hierarchical clustering of a mixture model. In: NIPS (2004)
    • (2004) NIPS
    • Goldberger, J.1    Roweis, S.2
  • 9
    • 85043434217 scopus 로고    scopus 로고
    • Nearest-neighbor-based active learning for rare category detection
    • He, J., Carbonell, J.: Nearest-neighbor-based active learning for rare category detection. In: NIPS (2007)
    • (2007) NIPS
    • He, J.1    Carbonell, J.2
  • 11
    • 1942418620 scopus 로고    scopus 로고
    • On discriminative vs. generative classifiers: A comparison of logistic regression and naive bayes
    • Ng, A., Jordan, M.: On discriminative vs. generative classifiers: A comparison of logistic regression and naive bayes. In: NIPS (2001)
    • (2001) NIPS
    • Ng, A.1    Jordan, M.2
  • 12
    • 35948994994 scopus 로고    scopus 로고
    • Active learning for anomaly and rare-category detection
    • Pelleg, D., Moore, A.: Active learning for anomaly and rare-category detection. In: NIPS (2004)
    • (2004) NIPS
    • Pelleg, D.1    Moore, A.2
  • 13
    • 0442319140 scopus 로고    scopus 로고
    • Toward optimal active learning through sampling estimation of error reduction
    • Roy, N., McCallum, A.: Toward optimal active learning through sampling estimation of error reduction. In: ICML, pp. 441-448 (2001)
    • (2001) ICML , pp. 441-448
    • Roy, N.1    McCallum, A.2
  • 15
    • 84883081666 scopus 로고    scopus 로고
    • Incremental one-class learning with bounded computational complexity
    • Sillito, R., Fisher, R.: Incremental one-class learning with bounded computational complexity. In: ICANN (2007)
    • (2007) ICANN
    • Sillito, R.1    Fisher, R.2
  • 17
    • 0003007938 scopus 로고    scopus 로고
    • Support vector machine active learning with applications to text classification
    • Tong, S., Koller, D.: Support vector machine active learning with applications to text classification. In: ICML (2000)
    • (2000) ICML
    • Tong, S.1    Koller, D.2
  • 18
    • 51349159085 scopus 로고    scopus 로고
    • Probability estimates for multi-class classification by pairwise coupling
    • Wu, T.F., Lin, C.J., Weng, R.C.: Probability estimates for multi-class classification by pairwise coupling. Journal of Machine Learning Research 5, 975-1005 (2004)
    • (2004) Journal of Machine Learning Research , vol.5 , pp. 975-1005
    • Wu, T.F.1    Lin, C.J.2    Weng, R.C.3
  • 20
    • 34147109171 scopus 로고    scopus 로고
    • A framework for evaluating the effect of view angle, clothing and carrying condition on gait recognition
    • Yu, S., Tan, D., Tan, T.: A framework for evaluating the effect of view angle, clothing and carrying condition on gait recognition. In: ICPR (2006)
    • (2006) ICPR
    • Yu, S.1    Tan, D.2    Tan, T.3


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