메뉴 건너뛰기




Volumn 4005 LNAI, Issue , 2006, Pages 379-391

Aggregation and sparsity via ℓ1 penalized least squares

Author keywords

[No Author keywords available]

Indexed keywords

FUNCTIONS; LEARNING ALGORITHMS; PARAMETER ESTIMATION; REGRESSION ANALYSIS;

EID: 33746056860     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/11776420_29     Document Type: Conference Paper
Times cited : (56)

References (18)
  • 1
    • 0036997840 scopus 로고    scopus 로고
    • Model selection for regression on a random design
    • Baraud, Y.: Model selection for regression on a random design. ESAIM Probability & Statistics. 7 (2002) 127-146.
    • (2002) ESAIM Probability & Statistics , vol.7 , pp. 127-146
    • Baraud, Y.1
  • 2
    • 9444242986 scopus 로고    scopus 로고
    • Prépublication n. 783, Laboratoire de Probabilités et Modèles Aléatoires, Universités Paris 6 - Paris 7
    • Birgé, L.: Model selection for Gaussian regression with random design, Prépublication n. 783, Laboratoire de Probabilités et Modèles Aléatoires, Universités Paris 6 - Paris 7 (2002). http://www.proba.jussieu.fr/mathdoc/preprints/index.html#2002.
    • (2002) Model Selection for Gaussian Regression with Random Design
    • Birgé, L.1
  • 3
    • 0000492892 scopus 로고    scopus 로고
    • Minimum contrast estimators on sieves: Exponential bounds and rates of convergence
    • Birgé, L., Massart, P.: Minimum contrast estimators on sieves: Exponential bounds and rates of convergence. Bernouilli 4 (1998) 329-375.
    • (1998) Bernouilli , vol.4 , pp. 329-375
    • Birgé, L.1    Massart, P.2
  • 5
    • 84941155716 scopus 로고    scopus 로고
    • Two stage model selection procedures in partially linear regression
    • Bunea, F., Wegkamp, M.: Two stage model selection procedures in partially linear regression. The Canadian Journal of Statistics 22 (2004) 1-14.
    • (2004) The Canadian Journal of Statistics , vol.22 , pp. 1-14
    • Bunea, F.1    Wegkamp, M.2
  • 7
    • 0345234052 scopus 로고    scopus 로고
    • Statistical learning theory and stochastic optimization
    • Ecole d'Eté de Probabilités de Saint-Flour 2001, Springer, N.Y.
    • Catoni, O.: Statistical Learning Theory and Stochastic Optimization, Ecole d'Eté de Probabilités de Saint-Flour 2001, Lecture Notes in Mathematics, Springer, N.Y. (2004).
    • (2004) Lecture Notes in Mathematics
    • Catoni, O.1
  • 8
    • 0041958932 scopus 로고
    • Ideal spatial adaptation by wavelet shrinkage
    • Donoho, D.L., Johnstone, I.M.: Ideal spatial adaptation by wavelet shrinkage. Biometrika 81 (1994) 425-455.
    • (1994) Biometrika , vol.81 , pp. 425-455
    • Donoho, D.L.1    Johnstone, I.M.2
  • 10
    • 0034362823 scopus 로고    scopus 로고
    • Functional aggregation for nonparametric estimation
    • Juditsky, A., Nemirovski, A.: Functional aggregation for nonparametric estimation. Annals of Statistics 28 (2000) 681-712.
    • (2000) Annals of Statistics , vol.28 , pp. 681-712
    • Juditsky, A.1    Nemirovski, A.2
  • 11
    • 84941148060 scopus 로고    scopus 로고
    • Prépublication n. 1017, Laboratoire de Probabilités et Modèles Aléatoires, Universités Paris 6 - Paris 7
    • Kerkyacharian, G., Picard, D.: Tresholding in learning theory. Prépublication n. 1017, Laboratoire de Probabilités et Modèles Aléatoires, Universités Paris 6 - Paris 7. http://www.proba.jussieu.fr/mathdoc/preprints/index.html#2005.
    • Tresholding in Learning Theory
    • Kerkyacharian, G.1    Picard, D.2
  • 13
    • 0007259908 scopus 로고    scopus 로고
    • Topics in non-parametric statistics
    • Ecole d'Eté de Probabilités de Saint-Flour XXVIII - 1998, Springer, N.Y.
    • Nemirovski, A.: Topics in Non-parametric Statistics. Ecole d'Eté de Probabilités de Saint-Flour XXVIII - 1998, Lecture Notes in Mathematics, v. 1738, Springer, N.Y. (2000).
    • (2000) Lecture Notes in Mathematics , vol.1738
    • Nemirovski, A.1
  • 15
    • 9444226947 scopus 로고    scopus 로고
    • Optimal rates of aggregation
    • Proceedings of 16th Annual Conference on Learning Theory (COLT) and 7th Annual Workshop on Kernel Machines. Springer-Verlag, Heidelberg
    • Tsybakov, A.B.: Optimal rates of aggregation. Proceedings of 16th Annual Conference on Learning Theory (COLT) and 7th Annual Workshop on Kernel Machines. Lecture Notes in Artificial Intelligence 2777 303-313. Springer-Verlag, Heidelberg (2003).
    • (2003) Lecture Notes in Artificial Intelligence , vol.2777 , pp. 303-313
    • Tsybakov, A.B.1
  • 16
    • 21144432799 scopus 로고    scopus 로고
    • Model selection in nonparametric regression
    • Wegkamp, M.H.: Model selection in nonparametric regression. Annals of Statistics 31 (2003) 252-273.
    • (2003) Annals of Statistics , vol.31 , pp. 252-273
    • Wegkamp, M.H.1
  • 17
    • 0004599527 scopus 로고    scopus 로고
    • Combining different procedures for adaptive regression
    • Yang, Y.: Combining different procedures for adaptive regression. J.of Multivariate Analysis 74 (2000) 135-161.
    • (2000) J.of Multivariate Analysis , vol.74 , pp. 135-161
    • Yang, Y.1
  • 18
    • 29144460670 scopus 로고    scopus 로고
    • Aggregating regression procedures for a better performance
    • Yang, Y.: Aggregating regression procedures for a better performance. Bernoulli 10 (2004) 25-47.
    • (2004) Bernoulli , vol.10 , pp. 25-47
    • Yang, Y.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.