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Volumn 70, Issue 4, 2005, Pages 485-509

New lower bounds for statistical query learning

Author keywords

KL divergence; Lower bound statistical query; PAC learning; Singular value decomposition

Indexed keywords

ALGORITHMS; COMPUTATIONAL METHODS; FOURIER TRANSFORMS; PROBABILITY; PROBLEM SOLVING; QUERY LANGUAGES;

EID: 17444425308     PISSN: 00220000     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jcss.2004.10.003     Document Type: Conference Paper
Times cited : (30)

References (14)
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    • Specification and simulation of learning algorithms for efficiency and noise-tolerance
    • ACM Press, New York, July
    • J.A. Aslam, S.E. Decatur, Specification and Simulation of Learning Algorithms for Efficiency and Noise-Tolerance, in: COLT 1995, ACM Press, New York, July 1995, pp. 437-446.
    • (1995) COLT 1995 , pp. 437-446
    • Aslam, J.A.1    Decatur, S.E.2
  • 3
    • 0028062299 scopus 로고
    • Weakly learning DNF and characterizing statistical query learning using Fourier analysis
    • A. Blum, M. Furst, J. Jackson, M. Kearns, Y. Mansour, S. Rudich, Weakly Learning DNF and Characterizing Statistical Query Learning Using Fourier Analysis, STOC 1994, 1994, pp. 253-262.
    • (1994) STOC 1994 , pp. 253-262
    • Blum, A.1    Furst, M.2    Jackson, J.3    Kearns, M.4    Mansour, Y.5    Rudich, S.6
  • 6
    • 0029521676 scopus 로고
    • Sample compression, learnability, and the Vapnik-Chervonenkis dimension
    • S. Floyd, and M. Warmuth Sample compression, learnability, and the Vapnik-Chervonenkis dimension Mach. Learning 21 3 1995 269 304
    • (1995) Mach. Learning , vol.21 , Issue.3 , pp. 269-304
    • Floyd, S.1    Warmuth, M.2
  • 13
    • 0021518106 scopus 로고
    • A theory of the learnable
    • L. Valiant A theory of the learnable Comm. Assoc. Comput. Mach. 27 11 1984 1134 1142
    • (1984) Comm. Assoc. Comput. Mach. , vol.27 , Issue.11 , pp. 1134-1142
    • Valiant, L.1
  • 14
    • 84948123449 scopus 로고    scopus 로고
    • On learning correlated boolean concepts using statistical query
    • The Proceedings of the 12th International Conference on Algorithmic Learning Theory (ALT'01)
    • K. Yang, On learning correlated boolean concepts using statistical query, in: The Proceedings of the 12th International Conference on Algorithmic Learning Theory (ALT'01), Lecture Notes in Artificial Intelligence, vol. 2225, 2001, pp. 59-76.
    • (2001) Lecture Notes in Artificial Intelligence , vol.2225 , pp. 59-76
    • Yang, K.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.