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Volumn 80, Issue 2-3, 2010, Pages 111-139

The true sample complexity of active learning

Author keywords

Active learning; Classification; Learning theory; Sample complexity; Selective sampling; Sequential design

Indexed keywords

ACTIVE LEARNING; CLASSIFICATION; LEARNING THEORY; SAMPLE COMPLEXITY; SELECTIVE SAMPLING; SEQUENTIAL DESIGN;

EID: 77955659703     PISSN: 08856125     EISSN: 15730565     Source Type: Journal    
DOI: 10.1007/s10994-010-5174-y     Document Type: Article
Times cited : (107)

References (21)
  • 1
    • 0031698444 scopus 로고    scopus 로고
    • Strong minimax lower bounds for learning
    • 10.1023/A:1007454427662
    • A. Antos G. Lugosi 1998 Strong minimax lower bounds for learning Machine Learning 30 31 56 10.1023/A:1007454427662
    • (1998) Machine Learning , vol.30 , pp. 31-56
    • Antos, A.1    Lugosi, G.2
  • 2
    • 38049069430 scopus 로고    scopus 로고
    • A PAC-style model for learning from labeled and unlabeled data
    • O. Chapelle B. Schölkopf A. Zien (eds). MIT Cambridge
    • Balcan, M.-F., & Blum, A. (2006). A PAC-style model for learning from labeled and unlabeled data. In O. Chapelle, B. Schölkopf, & A. Zien (Eds.), Semi-supervised learning. Cambridge: MIT.
    • (2006) Semi-supervised Learning
    • Balcan, M.-F.1    Blum, A.2
  • 8
    • 0028424239 scopus 로고
    • Improving generalization with active learning
    • D. Cohn L. Atlas R. Ladner 1994 Improving generalization with active learning Machine Learning 15 2 201 221
    • (1994) Machine Learning , vol.15 , Issue.2 , pp. 201-221
    • Cohn, D.1    Atlas, L.2    Ladner, R.3
  • 14
    • 0031209604 scopus 로고    scopus 로고
    • Selective sampling using the query by committee algorithm
    • 0881.68093 10.1023/A:1007330508534
    • Y. Freund H. S. Seung E. Shamir N. Tishby 1997 Selective sampling using the query by committee algorithm Machine Learning 28 23 133 168 0881.68093 10.1023/A:1007330508534
    • (1997) Machine Learning , vol.28 , Issue.23 , pp. 133-168
    • Freund, Y.1    Seung, H.S.2    Shamir, E.3    Tishby, N.4
  • 17
    • 77953504821 scopus 로고    scopus 로고
    • PhD thesis, Machine Learning Department, Carnegie Mellon University
    • Hanneke, S. (2009). Theoretical foundations of active learning. PhD thesis, Machine Learning Department, Carnegie Mellon University.
    • (2009) Theoretical Foundations of Active Learning
    • Hanneke, S.1
  • 18
    • 43949159818 scopus 로고
    • Predicting {0,1}-functions on randomly drawn points
    • 0938.68785 10.1006/inco.1994.1097 1304811
    • D. Haussler N. Littlestone M. Warmuth 1994 Predicting {0,1}-functions on randomly drawn points Information and Computation 115 248 292 0938.68785 10.1006/inco.1994.1097 1304811
    • (1994) Information and Computation , vol.115 , pp. 248-292
    • Haussler, D.1    Littlestone, N.2    Warmuth, M.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.