메뉴 건너뛰기




Volumn 6, Issue , 2005, Pages

Maximum margin algorithms with Boolean kernels

Author keywords

Boolean functions; Computational learning theory; Kernel methods; PAC learning

Indexed keywords

ALGORITHMS; BOOLEAN FUNCTIONS; COMPUTATION THEORY; COMPUTATIONAL METHODS; FUNCTIONS; LINEAR PROGRAMMING; MATHEMATICAL MODELS;

EID: 24944560940     PISSN: 15337928     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (14)

References (35)
  • 2
    • 0028517062 scopus 로고
    • Separating distribution-free and mistake-bound learning models over the boolean domain
    • A. Blum. Separating distribution-free and mistake-bound learning models over the boolean domain. SIAM Journal on Computing, 23(5):990-1000, 1994.
    • (1994) SIAM Journal on Computing , vol.23 , Issue.5 , pp. 990-1000
    • Blum, A.1
  • 4
    • 0029504777 scopus 로고
    • Fast learning of k-term DNF formulas with queries
    • A. Blum and S. Rudich. Fast learning of k-term DNF formulas with queries. Journal of Computer and System Sciences, 51(3):367-373, 1995.
    • (1995) Journal of Computer and System Sciences , vol.51 , Issue.3 , pp. 367-373
    • Blum, A.1    Rudich, S.2
  • 7
    • 0002719140 scopus 로고    scopus 로고
    • A subexponential exact learning algorithm for DNF using equivalence queries
    • N. Bshouty. A subexponential exact learning algorithm for DNF using equivalence queries. Information Processing Letters, 59:37-39, 1996.
    • (1996) Information Processing Letters , vol.59 , pp. 37-39
    • Bshouty, N.1
  • 8
    • 0030197679 scopus 로고    scopus 로고
    • On the Fourier spectrum of monotone functions
    • N. Bshouty and C. Tamon. On the Fourier spectrum of monotone functions. Journal of the ACM, 43(4):747-770, 1996.
    • (1996) Journal of the ACM , vol.43 , Issue.4 , pp. 747-770
    • Bshouty, N.1    Tamon, C.2
  • 9
    • 0038629051 scopus 로고    scopus 로고
    • Estimating the optimal margins of embeddings in euclidean half spaces
    • J. Forster, N. Schmitt, H.-U. Simon, and T. Suttorp. Estimating the optimal margins of embeddings in euclidean half spaces. Machine Learning, 51(3):263-281, 2003.
    • (2003) Machine Learning , vol.51 , Issue.3 , pp. 263-281
    • Forster, J.1    Schmitt, N.2    Simon, H.-U.3    Suttorp, T.4
  • 11
    • 84868111801 scopus 로고    scopus 로고
    • A new approximate maximal margin classification algorithm
    • C. Gentile. A new approximate maximal margin classification algorithm. Journal of Machine Learning Research, 2:213-242, 2001.
    • (2001) Journal of Machine Learning Research , vol.2 , pp. 213-242
    • Gentile, C.1
  • 13
    • 0031339159 scopus 로고    scopus 로고
    • An efficient membership-query algorithm for learning DNF with respect to the uniform distribution
    • J. Jackson. An efficient membership-query algorithm for learning DNF with respect to the uniform distribution. Journal of Computer and System Sciences, 55:414-440, 1997.
    • (1997) Journal of Computer and System Sciences , vol.55 , pp. 414-440
    • Jackson, J.1
  • 15
    • 0028400734 scopus 로고
    • On using the Fourier transform to learn disjoint DNF
    • R. Khardon. On using the Fourier transform to learn disjoint DNF. Information Processing Letters, 49:219-222, 1994.
    • (1994) Information Processing Letters , vol.49 , pp. 219-222
    • Khardon, R.1
  • 16
    • 84898963616 scopus 로고    scopus 로고
    • Efficiency versus convergence of Boolean kernels for online learning algorithms
    • T. G. Dietterich, S. Becker, and Z. Ghahramani, editors, Cambridge, MA. MIT Press
    • R. Khardon, D. Roth, and R. Servedio. Efficiency versus convergence of Boolean kernels for online learning algorithms. In T. G. Dietterich, S. Becker, and Z. Ghahramani, editors, Advances in Neural Information Processing Systems 14, Cambridge, MA, 2002. MIT Press.
    • (2002) Advances in Neural Information Processing Systems , vol.14
    • Khardon, R.1    Roth, D.2    Servedio, R.3
  • 18
    • 9444294749 scopus 로고    scopus 로고
    • Kernel machines and Boolean functions
    • T. G. Dietterich, S. Becker, and Z. Ghahramani, editors, Cambridge, MA. MIT Press
    • A. Kowalczyk, A. J. Smola, and R. C. Williamson. Kernel machines and Boolean functions. In T. G. Dietterich, S. Becker, and Z. Ghahramani, editors, Advances in Neural Information Processing Systems 14, Cambridge, MA, 2002. MIT Press.
    • (2002) Advances in Neural Information Processing Systems , vol.14
    • Kowalczyk, A.1    Smola, A.J.2    Williamson, R.C.3
  • 20
    • 0027869083 scopus 로고
    • Learning decision trees using the Fourier spectrum
    • E. Kushilevitz and Y. Mansour. Learning decision trees using the Fourier spectrum. SIAM J. on Computing, 22(6):1331-1348, 1993.
    • (1993) SIAM J. on Computing , vol.22 , Issue.6 , pp. 1331-1348
    • Kushilevitz, E.1    Mansour, Y.2
  • 22
    • 0027627287 scopus 로고
    • Constant depth circuits, Fourier transform and learnability
    • N. Linial, Y. Mansour, and N. Nisan. Constant depth circuits, Fourier transform and learnability. Journal of the ACM, 40(3):607-620, 1993.
    • (1993) Journal of the ACM , vol.40 , Issue.3 , pp. 607-620
    • Linial, N.1    Mansour, Y.2    Nisan, N.3
  • 23
    • 0029324771 scopus 로고
    • log logn) learning algorithm for DNF under the uniform distribution
    • log logn) learning algorithm for DNF under the uniform distribution. Journal of Computer and System Sciences, 50:543-550, 1995.
    • (1995) Journal of Computer and System Sciences , vol.50 , pp. 543-550
    • Mansour, Y.1
  • 26
    • 0034406593 scopus 로고    scopus 로고
    • Learning monotone log-term DNF formulas under the uniform distribution
    • Y. Sakai and A. Maruoka. Learning monotone log-term DNF formulas under the uniform distribution. Theory of Computing Systems, 33:17-33, 2000.
    • (2000) Theory of Computing Systems , vol.33 , pp. 17-33
    • Sakai, Y.1    Maruoka, A.2
  • 32
    • 0021518106 scopus 로고
    • A theory of the learnable
    • L. Valiant. A theory of the learnable. Communications of the ACM, 27(11):1134-1142, 1984.
    • (1984) Communications of the ACM , vol.27 , Issue.11 , pp. 1134-1142
    • Valiant, L.1
  • 35
    • 0142227382 scopus 로고    scopus 로고
    • Kernels from matching operations
    • Computer Science Department, Royal Holloway, University of London
    • C. Watkins. Kernels from matching operations. Technical Report CSD-TR-98-07, Computer Science Department, Royal Holloway, University of London, 1999.
    • (1999) Technical Report , vol.CSD-TR-98-07
    • Watkins, C.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.