메뉴 건너뛰기




Volumn , Issue , 2009, Pages 120-128

Active learning with generalized queries

Author keywords

Active learning; Generalized queries; Supervised learning

Indexed keywords

ACTIVE LEARNING; ACTIVE-LEARNING ALGORITHM; DATA SETS; HUMAN EXPERT; KNEE PAIN; REAL-WORLD TASK; UNCERTAIN LABELS;

EID: 77951169344     PISSN: 15504786     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDM.2009.71     Document Type: Conference Paper
Times cited : (8)

References (24)
  • 1
    • 0028424239 scopus 로고
    • Improving generalization with active learning
    • D. A. Cohn, L. Atlas, and R. E. Ladner, "Improving generalization with active learning," Machine Learning, vol. 15, no. 2, pp. 201-221, 1994.
    • (1994) Machine Learning , vol.15 , Issue.2 , pp. 201-221
    • Cohn, D.A.1    Atlas, L.2    Ladner, R.E.3
  • 3
    • 85124125604 scopus 로고
    • Heterogeneous uncertainty sampling for supervised learning
    • W. W. Cohen and H. Hirsh, Eds. New Brunswick, US: Morgan Kaufmann Publishers, San Francisco, US
    • D. D. Lewis and J. Catlett, "Heterogeneous uncertainty sampling for supervised learning," in Proceedings of ICML-94, 11th International Conference on Machine Learning, W. W. Cohen and H. Hirsh, Eds. New Brunswick, US: Morgan Kaufmann Publishers, San Francisco, US, 1994, pp. 148-156.
    • (1994) Proceedings of ICML-94, 11th International Conference on Machine Learning , pp. 148-156
    • Lewis, D.D.1    Catlett, J.2
  • 4
    • 0000710299 scopus 로고
    • Queries and concept learning
    • April
    • D. Angluin, "Queries and concept learning," Machine Learning, vol. 2, no. 4, pp. 319-342, April 1988.
    • (1988) Machine Learning , vol.2 , Issue.4 , pp. 319-342
    • Angluin, D.1
  • 6
    • 0042868698 scopus 로고    scopus 로고
    • Support vector machine active learning with applications to text classification
    • S. Tong and D. Koller, "Support vector machine active learning with applications to text classification," Journal of Machine Learning Research, vol. 2, pp. 45-66, 2002.
    • (2002) Journal of Machine Learning Research , vol.2 , pp. 45-66
    • Tong, S.1    Koller, D.2
  • 7
    • 1242285091 scopus 로고    scopus 로고
    • Active sampling for class probability estimation and ranking
    • February
    • M. Saar-Tsechansky and F. Provost, "Active sampling for class probability estimation and ranking," Machine Learning, vol. 54, no. 2, pp. 153-178, February 2004.
    • (2004) Machine Learning , vol.54 , Issue.2 , pp. 153-178
    • Saar-Tsechansky, M.1    Provost, F.2
  • 8
    • 1242352526 scopus 로고    scopus 로고
    • Selective sampling for nearest neighbor classifiers
    • February
    • M. Lindenbaum, S. Markovitch, and D. Rusakov, "Selective sampling for nearest neighbor classifiers," Machine Learning, vol. 54, no. 2, pp. 125-152, February 2004.
    • (2004) Machine Learning , vol.54 , Issue.2 , pp. 125-152
    • Lindenbaum, M.1    Markovitch, S.2    Rusakov, D.3
  • 13
    • 0005004572 scopus 로고    scopus 로고
    • A probability analysis on the value of unlabeled data for classification problems
    • T. Zhang and F. J. Oles, "A probability analysis on the value of unlabeled data for classification problems," in Proc. 17th International Conf. on Machine Learning, 2000, pp. 1191- 1198.
    • (2000) Proc. 17th International Conf. on Machine Learning , pp. 1191-1198
    • Zhang, T.1    Oles, F.J.2
  • 14
    • 0442319140 scopus 로고    scopus 로고
    • Toward optimal active learning through sampling estimation of error reduction
    • Morgan Kaufmann, San Francisco, CA
    • N. Roy and A. Mccallum, "Toward optimal active learning through sampling estimation of error reduction," in Proc. 18th International Conf. on Machine Learning. Morgan Kaufmann, San Francisco, CA, 2001, pp. 441-448.
    • (2001) Proc. 18th International Conf. on Machine Learning , pp. 441-448
    • Roy, N.1    Mccallum, A.2
  • 15
    • 57349122015 scopus 로고    scopus 로고
    • Learning from labeled features using generalized expectation criteria
    • S. H. Myaeng, D. W. Oard, F. Sebastiani, T. S. Chua, M. K. Leong, S. H. Myaeng, D. W. Oard, F. Sebastiani, T. S. Chua, and M. K. Leong, Eds. ACM
    • G. Druck, G. S. Mann, and A. McCallum, "Learning from labeled features using generalized expectation criteria," in SIGIR, S. H. Myaeng, D. W. Oard, F. Sebastiani, T. S. Chua, M. K. Leong, S. H. Myaeng, D. W. Oard, F. Sebastiani, T. S. Chua, and M. K. Leong, Eds. ACM, 2008, pp. 595-602.
    • (2008) SIGIR , pp. 595-602
    • Druck, G.1    Mann, G.S.2    Mccallum, A.3
  • 19
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • L. Breiman, "Bagging predictors," Machine Learning, vol. 24, no. 2, pp. 123-140, 1996.
    • (1996) Machine Learning , vol.24 , Issue.2 , pp. 123-140
    • Breiman, L.1
  • 20
    • 0003957032 scopus 로고    scopus 로고
    • Data mining: Practical machine learning tools and techniques
    • 2nd ed. ser. Morgan Kaufmann, June
    • I. H. Witten and E. Frank, Data Mining: Practical Machine Learning Tools and Techniques, 2nd ed., ser. Morgan Kaufmann Series in Data Management Systems. Morgan Kaufmann, June 2005.
    • (2005) Morgan Kaufmann Series in Data Management Systems
    • Witten, I.H.1    Frank, E.2
  • 21
    • 0042346121 scopus 로고    scopus 로고
    • Tree induction for probabilitybased ranking
    • September
    • F. Provost and P. Domingos, "Tree induction for probabilitybased ranking," Machine Learning, vol. 52, no. 3, pp. 199- 215, September 2003.
    • (2003) Machine Learning , vol.52 , Issue.3 , pp. 199-215
    • Provost, F.1    Domingos, P.2
  • 22
    • 0027621699 scopus 로고
    • Mining association rules between sets of items in large databases
    • P. Buneman and S. Jajodia, Eds. Washington, D.C. FebruaryJune- FebruaryAugust̃
    • R. Agrawal, T. Imielinski, and A. N. Swami, "Mining association rules between sets of items in large databases," in Proceedings of the 1993 ACM SIGMOD International Conference on Management of Data, P. Buneman and S. Jajodia, Eds., Washington, D.C., FebruaryJune-FebruaryAugust̃ 1993, pp. 207-216.
    • (1993) Proceedings of the 1993 ACM SIGMOD International Conference on Management of Data , pp. 207-216
    • Agrawal, R.1    Imielinski, T.2    Swami, A.N.3
  • 23
    • 84948104699 scopus 로고    scopus 로고
    • Integrating classification and association rule mining
    • B. Liu, W. Hsu, and Y. Ma, "Integrating classification and association rule mining," in Knowledge Discovery and Data Mining, 1998, pp. 80-86.
    • (1998) Knowledge Discovery and Data Mining , pp. 80-86
    • Liu, B.1    Hsu, W.2    Ma, Y.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.