메뉴 건너뛰기




Volumn 11, Issue , 2010, Pages 2457-2485

Rademacher complexities and bounding the excess risk in active learning

Author keywords

Active learning; Capacity function; Disagreement coefficient; Excess risk; Rademacher complexities

Indexed keywords

ACTIVE LEARNING; CAPACITY FUNCTION; DISAGREEMENT COEFFICIENT; EXCESS RISK; RADEMACHER COMPLEXITY;

EID: 78649426154     PISSN: 15324435     EISSN: 15337928     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (81)

References (21)
  • 11
    • 33746227538 scopus 로고    scopus 로고
    • Concentration inequalities and asymptotic results for ratio type empirical processes
    • E. Giné and V. Koltchinskii. Concentration inequalities and asymptotic results for ratio type empirical processes. Annals of Probability, 34 (3):1143-1216, 2006.
    • (2006) Annals of Probability , vol.34 , Issue.3 , pp. 1143-1216
    • Giné, E.1    Koltchinskii, V.2
  • 15
    • 0035397715 scopus 로고    scopus 로고
    • Rademacher penalties and structural risk minimization
    • V. Koltchinskii. Rademacher penalties and structural risk minimization. IEEE Transactions on Information Theory, 47 (5):1902-1914, 2001.
    • (2001) IEEE Transactions on Information Theory , vol.47 , Issue.5 , pp. 1902-1914
    • Koltchinskii, V.1
  • 16
    • 33746194045 scopus 로고    scopus 로고
    • Local Rademacher complexities and oracle inequalities in risk minimization
    • V. Koltchinskii. Local Rademacher complexities and oracle inequalities in risk minimization. Annals of Statistics, 34 (6):2593-2656, 2006.
    • (2006) Annals of Statistics , vol.34 , Issue.6 , pp. 2593-2656
    • Koltchinskii, V.1
  • 17
    • 84856303230 scopus 로고    scopus 로고
    • Oracle inequalities in empirical risk minimization and sparse recovery problems. Lecture notes
    • Preprint
    • V. Koltchinskii. Oracle inequalities in empirical risk minimization and sparse recovery problems. Lecture Notes. Ecole d'ete de Probabilités de Saint-Flour 2008, Preprint, 2008.
    • (2008) Ecole D'ete de Probabilités de Saint-Flour 2008
    • Koltchinskii, V.1
  • 18
    • 0001166808 scopus 로고    scopus 로고
    • Rademacher processes and bounding the risk of function learning
    • E. Giné, D. Mason and J. Wellner Eds, Birkhäuser, Boston
    • V. Koltchinskii and D. Panchenko. Rademacher processes and bounding the risk of function learning. In: E. Giné, D. Mason and J. Wellner (Eds). High Dimensional Probability II, pages 443-459, Birkhäuser, Boston, 2000.
    • (2000) High Dimensional Probability II , pp. 443-459
    • Koltchinskii, V.1    Panchenko, D.2
  • 19
    • 33746243474 scopus 로고    scopus 로고
    • Risk bounds for statistical learning
    • P. Massart and E. Nedelec. Risk bounds for statistical learning. Annals of Statistics, 34 (5):2326-2366, 2006.
    • (2006) Annals of Statistics , vol.34 , Issue.5 , pp. 2326-2366
    • Massart, P.1    Nedelec, E.2
  • 20
    • 3142725508 scopus 로고    scopus 로고
    • Optimal aggregation in statistical learning
    • A. Tsybakov. Optimal aggregation in statistical learning. Annals of Statistics, 32 (1):135-166, 2004.
    • (2004) Annals of Statistics , vol.32 , Issue.1 , pp. 135-166
    • Tsybakov, A.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.