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Volumn 4539 LNAI, Issue , 2007, Pages 5-19

Minimax bounds for active learning

Author keywords

[No Author keywords available]

Indexed keywords

BOUNDARY CONDITIONS; CLASSIFICATION (OF INFORMATION); CONVERGENCE OF NUMERICAL METHODS; ERROR ANALYSIS;

EID: 38049079641     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-72927-3_3     Document Type: Conference Paper
Times cited : (15)

References (24)
  • 1
    • 0000234257 scopus 로고
    • Information-based objective functions for active data selection
    • Mackay, D.J.C.: Information-based objective functions for active data selection. Neural Computation 4, 698-714 (1991)
    • (1991) Neural Computation , vol.4 , pp. 698-714
    • Mackay, D.J.C.1
  • 3
    • 0031209604 scopus 로고    scopus 로고
    • Selective sampling using the query by committee algorithm
    • Freund, Y., Seung, H.S., Shamir, E., Tishby, N.: Selective sampling using the query by committee algorithm. Machine Learning 28(2-3), 133-168 (1997)
    • (1997) Machine Learning , vol.28 , Issue.2-3 , pp. 133-168
    • Freund, Y.1    Seung, H.S.2    Shamir, E.3    Tishby, N.4
  • 4
    • 9444239141 scopus 로고    scopus 로고
    • Learning probabilistic linear-threshold classifiers via selective sampling
    • Schölkopf, B, Warmuth, M.K, eds, COLT/Kernel 2003, Springer, Heidelberg
    • Cesa-Bianchi, N., Conconi, A., Gentile, C.: Learning probabilistic linear-threshold classifiers via selective sampling. In: Schölkopf, B., Warmuth, M.K. (eds.) COLT/Kernel 2003. LNCS (LNAI), vol. 2777, Springer, Heidelberg (2003)
    • (2003) LNCS (LNAI , vol.2777
    • Cesa-Bianchi, N.1    Conconi, A.2    Gentile, C.3
  • 5
    • 9244242503 scopus 로고    scopus 로고
    • Hierarchical testing designs for pattern recognition
    • Blanchard, G., Geman, D.: Hierarchical testing designs for pattern recognition. The Annals of Statistics 33(3), 1155-1202 (2005)
    • (2005) The Annals of Statistics , vol.33 , Issue.3 , pp. 1155-1202
    • Blanchard, G.1    Geman, D.2
  • 6
    • 26944439047 scopus 로고    scopus 로고
    • Dasgupta, S., Kalai, A., Monteleoni, C.: Analysis of perceptron-based active learning. In: Auer, P., Meir, R. (eds.) COLT 2005. LNCS (LNAI), 3559, Springer, Heidelberg (2005)
    • Dasgupta, S., Kalai, A., Monteleoni, C.: Analysis of perceptron-based active learning. In: Auer, P., Meir, R. (eds.) COLT 2005. LNCS (LNAI), vol. 3559, Springer, Heidelberg (2005)
  • 12
    • 0016078377 scopus 로고    scopus 로고
    • Burnashev, M.V., Zigangirov, K.S.: An interval estimation problem for controlled observations. Problems in Information Transmission 10, 223-231 (1974) (Translated from Problemy Peredachi Informatsii, 10(3),51-61, July-September, 1974). Original article submitted (June 25, 1973)
    • Burnashev, M.V., Zigangirov, K.S.: An interval estimation problem for controlled observations. Problems in Information Transmission 10, 223-231 (1974) (Translated from Problemy Peredachi Informatsii, 10(3),51-61, July-September, 1974). Original article submitted (June 25, 1973)
  • 13
    • 0041309832 scopus 로고    scopus 로고
    • Sequential methods for design-adaptive estimation of discontinuities in regression curves and surfaces
    • Hall, P., Molchanov, I.: Sequential methods for design-adaptive estimation of discontinuities in regression curves and surfaces. The Annals of Statistics 31(3), 921-941 (2003)
    • (2003) The Annals of Statistics , vol.31 , Issue.3 , pp. 921-941
    • Hall, P.1    Molchanov, I.2
  • 14
    • 34247339249 scopus 로고    scopus 로고
    • Sequential recovery of analytic periodic edges in the binary image models
    • Golubev, G., Levit, B.: Sequential recovery of analytic periodic edges in the binary image models. Mathematical Methods of Statistics 12, 95-115 (2003)
    • (2003) Mathematical Methods of Statistics , vol.12 , pp. 95-115
    • Golubev, G.1    Levit, B.2
  • 16
    • 3142725508 scopus 로고    scopus 로고
    • Optimal aggregation of classifiers in statistical learning
    • Tsybakov, A.: Optimal aggregation of classifiers in statistical learning. The Annals of Statistics 32(1), 135-166 (2004)
    • (2004) The Annals of Statistics , vol.32 , Issue.1 , pp. 135-166
    • Tsybakov, A.1
  • 17
    • 0031502338 scopus 로고    scopus 로고
    • Nonparametric estimation of regression level sets
    • Cavalier, L.: Nonparametric estimation of regression level sets. Statistics 29, 131-160 (1997)
    • (1997) Statistics , vol.29 , pp. 131-160
    • Cavalier, L.1
  • 18
    • 0031478562 scopus 로고    scopus 로고
    • On nonparametric estimation of density level sets
    • Tsybakov, A.B.: On nonparametric estimation of density level sets. The Annals of Statistics 25, 948-969 (1997)
    • (1997) The Annals of Statistics , vol.25 , pp. 948-969
    • Tsybakov, A.B.1
  • 19
    • 28044469876 scopus 로고    scopus 로고
    • Introduction à l'estimation non- paramétrique
    • Springer, Heidelberg
    • Tsybakov, A.B.: Introduction à l'estimation non- paramétrique. In: Mathématiques et Applications, vol. 41, Springer, Heidelberg (2004)
    • (2004) Mathématiques et Applications , vol.41
    • Tsybakov, A.B.1
  • 20
    • 0033565160 scopus 로고    scopus 로고
    • On minimax rates of convergence in image models under sequential design
    • Korostelev, A.P.: On minimax rates of convergence in image models under sequential design. Statistics & Probability Letters 43, 369-375 (1999)
    • (1999) Statistics & Probability Letters , vol.43 , pp. 369-375
    • Korostelev, A.P.1
  • 21
    • 0042278762 scopus 로고    scopus 로고
    • Rates of convergence for the sup-norm risk in image models under sequential designs
    • Korostelev, A., Kim, J.C.: Rates of convergence for the sup-norm risk in image models under sequential designs. Statistics & probability Letters 46, 391-399 (2000)
    • (2000) Statistics & probability Letters , vol.46 , pp. 391-399
    • Korostelev, A.1    Kim, J.C.2
  • 23
    • 38049062331 scopus 로고    scopus 로고
    • Castro, R.M., Nowak, R.D.: Minimax bounds for active learning. Technical report, ECE Dept. University of Wisconsin - Madison (2007), available at http://homepages.cae.wise.edu/~rcastro/ECE-07-3.pdf
    • Castro, R.M., Nowak, R.D.: Minimax bounds for active learning. Technical report, ECE Dept. University of Wisconsin - Madison (2007), available at http://homepages.cae.wise.edu/~rcastro/ECE-07-3.pdf
  • 24
    • 0039802889 scopus 로고    scopus 로고
    • The error in polynomial tensor-product and chung-yao, interpolation
    • LeMéhauté, A, Rabut, C, Schumaker, L, eds, Vanderbilt University Press
    • de Boor, C.: The error in polynomial tensor-product and chung-yao, interpolation. In: LeMéhauté, A., Rabut, C., Schumaker, L., (eds.): Surface Fitting and Multiresolution Methods, Vanderbilt University Press, 35-50 (1997)
    • (1997) Surface Fitting and Multiresolution Methods , pp. 35-50
    • de Boor, C.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.