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Volumn 904, Issue , 1995, Pages 53-67

Learning distributions by their density levels - A paradigm for learning without a teacher

Author keywords

Learning theory; PAC; Unsupervised learning; Vapnik chervonenkis dimension; approximation

Indexed keywords

EQUIVALENCE CLASSES; PICTURE ARCHIVING AND COMMUNICATION SYSTEMS; PROBABILITY DISTRIBUTIONS; UNSUPERVISED LEARNING;

EID: 84864041864     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/3-540-59119-2_168     Document Type: Conference Paper
Times cited : (5)

References (12)
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    • S. Ben-David and M. Lindenbaum, 1993, "Localization vs. Identification of Semi-Algebraic Sets", Proc. COLT 93, pp. 327-336.
    • (1993) Proc. COLT , vol.93 , pp. 327-336
    • Ben-David, S.1    Lindenbaum, M.2
  • 2
    • 0024750852 scopus 로고
    • Learnability and The Vapnik-Chervonenkis Dimension
    • Blumer, A., A. Ehrenfeucht, D. Haussler and M.K. Warmuth, 1989, "Learnability and The Vapnik-Chervonenkis Dimension", JACM, 36(4), pp. 929-965.
    • (1989) JACM , vol.36 , Issue.4 , pp. 929-965
    • Blumer, A.1    Ehrenfeucht, A.2    Haussler, D.3    Warmuth, M.K.4
  • 3
    • 0342525083 scopus 로고
    • Lower Bounds for sampling Algorithms for Estimating the Average
    • Technion - Israel Institute of Technology
    • Canetti, R., G. Even and O. Goldreich, 1993, "Lower Bounds for sampling Algorithms for Estimating the Average", Computer Science Technical Report No. 789, Technion - Israel Institute of Technology.
    • (1993) Computer Science Technical Report No. 789
    • Canetti, R.1    Even, G.2    Goldreich, O.3
  • 5
    • 0000085854 scopus 로고
    • A course on empirical processes
    • Dudley, R.M., 1984, "a course on empirical processes", Lecture Notes in Mathematics, 1097, pp. 2-142.
    • (1984) Lecture Notes in Mathematics , vol.1097 , pp. 2-142
    • Dudley, R.M.1
  • 9
    • 84955563683 scopus 로고    scopus 로고
    • Learning by Smoothing: A Morphological approach
    • 991
    • Kim, W.M., 991, "Learning by Smoothing: a Morphological approach", Proc. Of COLT 91, pp. 43-57.
    • Proc. Of COLT , vol.91 , pp. 43-57
    • Kim, W.M.1
  • 10
    • 0026141860 scopus 로고
    • Probably Approximate Learning of Sets and Functions
    • Natarajan, B.K., 1991, "Probably Approximate Learning of Sets and Functions", SIAM J. Cornput. 20(1), pp. 328-351.
    • (1991) SIAM J. Cornput , vol.20 , Issue.1 , pp. 328-351
    • Natarajan, B.K.1
  • 12
    • 0001024505 scopus 로고
    • On the Uniform Convergence of Relative Frequencies of Events to Their Probabilities
    • Vapnik, V.N. and A.Y. Chervonenkis, 1971, "On the Uniform Convergence of Relative Frequencies of Events to Their Probabilities", Theory of Probability and its applications, 16(2), pp. 264-280.
    • (1971) Theory of Probability and Its Applications , vol.16 , Issue.2 , pp. 264-280
    • Vapnik, V.N.1    Chervonenkis, A.Y.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.