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Volumn 172, Issue 1-2, 1997, Pages 91-120

PAC learning of concept classes through the boundaries of their items

Author keywords

[No Author keywords available]

Indexed keywords

ALGEBRA; COMPUTATIONAL COMPLEXITY; NEURAL NETWORKS; PROBABILITY; SET THEORY;

EID: 0031072926     PISSN: 03043975     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0304-3975(95)00240-5     Document Type: Article
Times cited : (16)

References (15)
  • 1
    • 0345749537 scopus 로고
    • A unified approach to learnability
    • G. Ausiello, D. Bovet and R. Petreschi, eds., World Scientific, Singapore
    • B. Apolloni and G. Mauri, A unified approach to learnability, in: G. Ausiello, D. Bovet and R. Petreschi, eds., in: Proc. 1st Italian Conf. on Algorithms and Complexity (World Scientific, Singapore, 1990) 199-217.
    • (1990) Proc. 1st Italian Conf. on Algorithms and Complexity , pp. 199-217
    • Apolloni, B.1    Mauri, G.2
  • 4
    • 0024750852 scopus 로고
    • Learnability and the Vapnik-Chervonenkis dimension
    • A. Blumer, A. Ehrenfeucht, D. Haussler and M. Warmuth, Learnability and the Vapnik-Chervonenkis dimension, J. ACM 36 (1989) 929-965.
    • (1989) J. ACM , vol.36 , pp. 929-965
    • Blumer, A.1    Ehrenfeucht, A.2    Haussler, D.3    Warmuth, M.4
  • 5
    • 0024739191 scopus 로고
    • A general lower-bound on the number of examples needed for learning
    • A. Ehrenfeucht, D. Haussler, M. Kearns and L.G. Valiant, A general lower-bound on the number of examples needed for learning, Inform. Comput. 82 (1988) 247-251.
    • (1988) Inform. Comput. , vol.82 , pp. 247-251
    • Ehrenfeucht, A.1    Haussler, D.2    Kearns, M.3    Valiant, L.G.4
  • 6
  • 8
    • 4544279425 scopus 로고
    • A formal theory of inductive inference
    • A. Solomonof, A formal theory of inductive inference, Inform. and Control 7 (1964) 1-22 and 224-254.
    • (1964) Inform. and Control , vol.7 , pp. 1-22
    • Solomonof, A.1
  • 9
    • 0001038382 scopus 로고
    • Nonparametric estimation II. Statistical equivalent blocks and tolerance regions - The continuous case
    • J.W. Tukey, Nonparametric estimation II. Statistical equivalent blocks and tolerance regions - The continuous case, Ann. Math. Statest. 18 (1947) 529-539.
    • (1947) Ann. Math. Statest. , vol.18 , pp. 529-539
    • Tukey, J.W.1
  • 10
    • 0002138576 scopus 로고
    • Nonparametric estimation III. Statistical equivalent blocks and multivariate tolerance regions - The discontinuous case
    • J.W. Tukey, Nonparametric estimation III. Statistical equivalent blocks and multivariate tolerance regions - The discontinuous case, Ann. Math. Statist. 19 (1948) 30-39.
    • (1948) Ann. Math. Statist. , vol.19 , pp. 30-39
    • Tukey, J.W.1
  • 11
    • 0021518106 scopus 로고
    • A theory of the learnable
    • L.G. Valiant, A theory of the learnable, Comm. ACM 27 (1984) 1134-1142.
    • (1984) Comm. ACM , vol.27 , pp. 1134-1142
    • Valiant, L.G.1
  • 13
    • 0001024505 scopus 로고
    • On the uniform convergence of relative frequencies of events to their probabilities
    • V.V. Vapnik and A.Ya. Chervonenkis, On the uniform convergence of relative frequencies of events to their probabilities, Theory Prob. Appl. 10 (1971) 264-280.
    • (1971) Theory Prob. Appl. , vol.10 , pp. 264-280
    • Vapnik, V.V.1    Chervonenkis, A.Ya.2
  • 14
    • 0000392470 scopus 로고
    • Some special Vapnick-Chervonenkis classes
    • R.S. Wenecour and R.M. Dudley, Some special Vapnick-Chervonenkis classes, Discrete Math. 33 (1981) 313-318.
    • (1981) Discrete Math. , vol.33 , pp. 313-318
    • Wenecour, R.S.1    Dudley, R.M.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.