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Volumn , Issue , 2009, Pages 1513-1520

Unlabeled data: Now it helps, now it doesn't

Author keywords

[No Author keywords available]

Indexed keywords

LEARNING ALGORITHMS; SAMPLING;

EID: 84863338319     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (219)

References (17)
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    • Rigollet, P.: Generalization error bounds in semi-supervised classification under the cluster assumption. Journal of Machine Learning Research 8 (2007) 1369-1392 (Pubitemid 47210278)
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    • Rigollet, P.1
  • 5
    • 77956501439 scopus 로고    scopus 로고
    • Does unlabeled data provably help? worst-case analysis of the sample complexity of semi-supervised learning
    • Ben-David, S., Lu, T., Pal, D.: Does unlabeled data provably help? worst-case analysis of the sample complexity of semi-supervised learning. In: 21st Annual Conference on Learning Theory, COLT. (2008)
    • (2008) 21st Annual Conference on Learning Theory COLT
    • Ben-David, S.1    Lu, T.2    Pal, D.3
  • 6
    • 56449117244 scopus 로고    scopus 로고
    • Manifold regularization and semi-supervised learning: Some theoretical analyses
    • University of Chicago
    • Niyogi, P.: Manifold regularization and semi-supervised learning: Some theoretical analyses. Technical Report TR-2008-01, Computer Science Department, University of Chicago. URL http://people.cs.uchicago.edu/-niyogi/papersps/ ssminimax2.pdf (2008)
    • (2008) Technical Report TR-2008-01, Computer Science Department
    • Niyogi, P.1
  • 7
    • 0005977840 scopus 로고    scopus 로고
    • Learning with labeled and unlabeled data
    • Edinburgh, UK
    • Seeger, M.: Learning with labeled and unlabeled data. Technical report, Institute for ANC, Edinburgh, UK. URL http://www.dai.ed.ac.uk/-seeger/papers. html (2000)
    • (2000) Technical Report, Institute for ANC
    • Seeger, M.1
  • 8
    • 0029195475 scopus 로고
    • On the exponential value of labeled samples
    • Castelli, V., Cover, T.M.: On the exponential value of labeled samples. Pattern Recognition Letters 16(1) (1995) 105-111
    • (1995) Pattern Recognition Letters , vol.16 , Issue.1 , pp. 105-111
    • Castelli, V.1    Cover, T.M.2
  • 9
    • 0001662441 scopus 로고    scopus 로고
    • The relative value of labeled and unlabeled samples in pattern recognition with an unknown mixing parameter
    • PII S0018944896063705
    • Castelli, V., Cover, T.M.: The relative value of labeled and unlabeled samples in pattern recognition. IEEE Transactions on Information Theory 42(6) (1996) 2102-2117 (Pubitemid 126771539)
    • (1996) IEEE Transactions on Information Theory , vol.42 , Issue.6 PART 2 , pp. 2102-2117
    • Castelli, V.1    Cover, T.M.2
  • 12
    • 34247398649 scopus 로고    scopus 로고
    • Faster rates in regression via active learning
    • University of Wisconsin - Madison
    • Castro, R., Willett, R., Nowak, R.: Faster rates in regression via active learning. Technical Report ECE-05-03, ECE Department, University of Wisconsin - Madison. URL http://www.ece.wisc.edu/-nowak/ECE-05-03.pdf (2005)
    • (2005) Technical Report ECE- 05-03, ECE Department
    • Castro, R.1    Willett, R.2    Nowak, R.3
  • 13
    • 85162074427 scopus 로고    scopus 로고
    • Finite sample analysis of semi-supervised learning
    • University of Wisconsin - Madison
    • Singh, A., Nowak, R., Zhu, X.: Finite sample analysis of semi-supervised learning. Technical Report ECE-08-03, ECE Department, University of Wisconsin - Madison. URL http://www.ece.wisc.edu/-nowak/SSLTR.pdf (2008)
    • (2008) Technical Report ECE-08-03, ECE Department
    • Singh, A.1    Nowak, R.2    Zhu, X.3
  • 14
    • 0042112381 scopus 로고    scopus 로고
    • The asymptotic minimax constant for sup-norm loss in nonparametric density estimation
    • Korostelev, A., Nussbaum, M.: The asymptotic minimax constant for sup-norm loss in nonparametric density estimation. Bernoulli 5(6) (1999) 1099-1118
    • (1999) Bernoulli , vol.5 , Issue.6 , pp. 1099-1118
    • Korostelev, A.1    Nussbaum, M.2
  • 17
    • 0000439527 scopus 로고
    • Optimal rates of convergence for nonparametric estimators
    • Stone, C.J.: Optimal rates of convergence for nonparametric estimators. The Annals of Statistics 8(6) (1980) 1348-1360
    • (1980) The Annals of Statistics , vol.8 , Issue.6 , pp. 1348-1360
    • Stone, C.J.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.