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Volumn , Issue , 2008, Pages 1299-1303

Sparse algorithms are not stable: A no-free-lunch theorem

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMIC STABILITIES; GENERALIZATION ABILITIES; MACHINE-LEARNING; SPARSE ALGORITHMS; STRONG STABILITIES;

EID: 64549115955     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ALLERTON.2008.4797710     Document Type: Conference Paper
Times cited : (8)

References (11)
  • 2
    • 12444265838 scopus 로고    scopus 로고
    • Consistency of support vector machines and other regularized kernel classifiers
    • I. Steinwart. Consistency of support vector machines and other regularized kernel classifiers. IEEE Transactions on Information Theory, 51 (1) :128-142, 2005.
    • (2005) IEEE Transactions on Information Theory , vol.51 , Issue.1 , pp. 128-142
    • Steinwart, I.1
  • 5
    • 33746600649 scopus 로고    scopus 로고
    • Reducing the dimensionality of data with nerual networks
    • G. Hinto and R. Salakhutdinov. Reducing the dimensionality of data with nerual networks. Science, 313:504-507, 2006.
    • (2006) Science , vol.313 , pp. 504-507
    • Hinto, G.1    Salakhutdinov, R.2
  • 6
    • 34548514458 scopus 로고    scopus 로고
    • A direct formulation for sparse pca using semidefinite programming
    • A. d'Aspremont, L El Ghaoui, M. Jordan, and G. Lanckriet. A direct formulation for sparse pca using semidefinite programming. SIAM Review, 49 (3) :434-448, 2007.
    • (2007) SIAM Review , vol.49 , Issue.3 , pp. 434-448
    • d'Aspremont, A.1    El Ghaoui, L.2    Jordan, M.3    Lanckriet, G.4
  • 7
    • 0000249788 scopus 로고    scopus 로고
    • An equivalence between sparse approximation and support vector machines
    • F. Girosi. An equivalence between sparse approximation and support vector machines. Neural Computation, 10 (6) :1445-1480, 1998.
    • (1998) Neural Computation , vol.10 , Issue.6 , pp. 1445-1480
    • Girosi, F.1
  • 9
    • 0027842081 scopus 로고
    • Matching Pursuits with time-frequence dictionaries
    • S. Mallat and Z. Zhang. Matching Pursuits with time-frequence dictionaries. IEEE Transactions on Signal Processing, 41 (12) :3397-3415, 1993.
    • (1993) IEEE Transactions on Signal Processing , vol.41 , Issue.12 , pp. 3397-3415
    • Mallat, S.1    Zhang, Z.2
  • 10
    • 31744440684 scopus 로고    scopus 로고
    • Robust uncertainty principles: Exact signal reconstruction from highly incomplete frequency information
    • E. Candès, J. Romberg, and T. Tao. Robust uncertainty principles: Exact signal reconstruction from highly incomplete frequency information. IEEE Transactions on Information Theory, 52 (2) :489-509, 2006.
    • (2006) IEEE Transactions on Information Theory , vol.52 , Issue.2 , pp. 489-509
    • Candès, E.1    Romberg, J.2    Tao, T.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.