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Volumn 20, Issue 2, 2010, Pages 595-611

On model selection consistency of the elastic net when p ≫ n

Author keywords

Elastic irrepresentable condition; Elastic net; Irrepresentable condition; Lasso; Model selection consistency

Indexed keywords


EID: 77953306327     PISSN: 10170405     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (70)

References (16)
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  • 4
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    • High-dimensional graphs and variable selection with the Lasso
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    • Meinshausen, N.1    Buhlmann, P.2
  • 5
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    • Lasso-type recovery of sparse representations for high-dimensional data
    • Meinshausen, N. and Yu, B. (2008). Lasso-type recovery of sparse representations for high-dimensional data. Ann. Statist. 37, 246-270.
    • (2008) Ann. Statist. , vol.37 , pp. 246-270
    • Meinshausen, N.1    Yu, B.2
  • 8
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    • Rosset, S. (2004). Tracking curved regularized optimization solution paths. NIPS.
    • (2004) NIPS
    • Rosset, S.1
  • 10
    • 0000418073 scopus 로고
    • On the stability of inverse problems
    • Tikhonov, A. N. (1943). On the stability of inverse problems. Dokl. Akad. Nauk SSSR 39, 176-179.
    • (1943) Dokl. Akad. Nauk SSSR , vol.39 , pp. 176-179
    • Tikhonov, A.N.1
  • 11
    • 65749083666 scopus 로고    scopus 로고
    • 1-constrained quadratic programming (Lasso)
    • 1-constrained quadratic programming (Lasso). IEEE Trans. Inform. Theory 55, 2183-2202.
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    • Wainwright, M.1
  • 12
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    • On the nonnegative garrote estimator
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    • (2007) J. Roy. Statist. Soc. Ser. B , vol.69 , pp. 143-161
    • Yuan, M.1    Lin, Y.2
  • 13
    • 33845263263 scopus 로고    scopus 로고
    • On model selection consistency of Lasso
    • Zhao, P. and Yu, B. (2006). On model selection consistency of Lasso. J. Machine Learning Research 7, 2541-2563.
    • (2006) J. Machine Learning Research , vol.7 , pp. 2541-2563
    • Zhao, P.1    Yu, B.2
  • 15
    • 33846114377 scopus 로고    scopus 로고
    • The adaptive Lasso and its oracle properties
    • Zou, H. (2006). The adaptive Lasso and its oracle properties. J. Amer. Statist. Assoc. 101, 1418-1429.
    • (2006) J. Amer. Statist. Assoc. , vol.101 , pp. 1418-1429
    • Zou, H.1
  • 16
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    • Regularization and variable selection via the elastic net
    • Zou, H. and Hastie, T. (2005). Regularization and variable selection via the elastic net. J. Roy. Statist. Soc. Ser. B 67, 301-320.
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    • Zou, H.1    Hastie, T.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.