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Volumn 11, Issue 1, 2000, Pages 124-136

A fast iterative nearest point algorithm for support vector machine classifier design

Author keywords

Classification; Nearest point algorithm; Quadratic programming; Support vector machine

Indexed keywords

NEAREST POINT ALGORITHMS; SUPPORT VECTOR MACHINES (SVM) CLASSIFIER DESIGN;

EID: 0033640690     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/72.822516     Document Type: Article
Times cited : (319)

References (29)
  • 1
    • 0000759079 scopus 로고
    • The adatron: An adaptive perceptron algorithm
    • J. K. Anlauf and M. Biehl, "The adatron: An adaptive perceptron algorithm," Europhys. Lett., vol. 10, no. 7, pp. 687-692, 1989.
    • (1989) Europhys. Lett. , vol.10 , Issue.7 , pp. 687-692
    • Anlauf, J.K.1    Biehl, M.2
  • 2
    • 0014554237 scopus 로고
    • An efficient computational procedure for a generalized quadratic programming problem
    • R. O. Barr, "An efficient computational procedure for a generalized quadratic programming problem," SIAM J. Contr., vol. 7, no. 3, pp. 415-429, 1969.
    • (1969) SIAM J. Contr. , vol.7 , Issue.3 , pp. 415-429
    • Barr, R.O.1
  • 3
    • 0004041053 scopus 로고    scopus 로고
    • Dept. Math. Sci., Rennselaer Polytechnic Inst., Troy, NY, Tech. Rep.
    • [3 ] R. Bennett and E. J. Bredensteiner, "Geometry in Learning," Dept. Math. Sci., Rennselaer Polytechnic Inst., Troy, NY, Tech. Rep., 1996.
    • (1996) Geometry in Learning
    • Bennett, R.1    Bredensteiner, E.J.2
  • 4
    • 0026860799 scopus 로고
    • Robust linear programming discrimination of two linearly inseparable sets
    • R. Bennett and O. L. Mangasarian, "Robust linear programming discrimination of two linearly inseparable sets," Optimization Methods and Software, vol. 1, pp. 23-34, 1992.
    • (1992) Optimization Methods and Software , vol.1 , pp. 23-34
    • Bennett, R.1    Mangasarian, O.L.2
  • 5
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • C. J. C. Burges, "A tutorial on support vector machines for pattern recognition," Data Mining and Knowledge Discovery, vol. 2, no. 2, 1998.
    • (1998) Data Mining and Knowledge Discovery , vol.2 , Issue.2
    • Burges, C.J.C.1
  • 6
    • 34249753618 scopus 로고
    • Support vector networks
    • C. Cortes and V. Vapnik, "Support vector networks," Machine Learning, vol. 20, pp. 273-297, 1995.
    • (1995) Machine Learning , vol.20 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 8
    • 0000897328 scopus 로고    scopus 로고
    • The kernel adatron algorithm: A fast and simple learning procedure for support vector machines
    • San Mateo, CA
    • T. T. Frieß, N. Cristianini, and C. Campbell, "The kernel adatron algorithm: A fast and simple learning procedure for support vector machines," in Proc. 15th Int. Conf. Machine Learning, San Mateo, CA, 1998.
    • (1998) Proc. , vol.15
    • Frieß, T.T.1    Cristianini, N.2    Campbell, C.3
  • 10
    • 0002274728 scopus 로고
    • Minimizing the quadratic form on a convex set
    • E. G. Gilbert, "Minimizing the quadratic form on a convex set," SIAM J. Contr., vol. 4, pp. 61-79, 1966.
    • (1966) SIAM J. Contr. , vol.4 , pp. 61-79
    • Gilbert, E.G.1
  • 11
    • 0023998710 scopus 로고
    • A fast procedure for computing the distance between complex objects in three dimensional space
    • E. G. Gilbert, D. W. Johnson, and S. S. Keerthi, "A fast procedure for computing the distance between complex objects in three dimensional space," IEEE J. Robot. Automat., vol. 4, pp. 193-203, 1988.
    • (1988) IEEE J. Robot. Automat. , vol.4 , pp. 193-203
    • Gilbert, E.G.1    Johnson, D.W.2    Keerthi, S.S.3
  • 12
    • 0002714543 scopus 로고    scopus 로고
    • Making large-scale support vector machine learning practical
    • B. Schölkopf, C. Burges, and A. Smola, Eds. Cambridge, MA: MIT Press, Dec.
    • T. Joachims, "Making large-scale support vector machine learning practical," in Advances in Kernel Methods: Support Vector Machines, B. Schölkopf, C. Burges, and A. Smola, Eds. Cambridge, MA: MIT Press, Dec. 1998.
    • (1998) Advances in Kernel Methods: Support Vector Machines
    • Joachims, T.1
  • 13
    • 0001559380 scopus 로고    scopus 로고
    • Solving the quadratic programming problem arising in support vector classification
    • B. Schölkopf, C. Burges, and A. Smola, Eds. Cambodge, MA: MIT Press, Dec.
    • L. Kaufman, "Solving the quadratic programming problem arising in support vector classification," in Advances in Kernel Methods: Support Vector Machines, B. Schölkopf, C. Burges, and A. Smola, Eds. Cambodge, MA: MIT Press, Dec. 1998.
    • (1998) Advances in Kernel Methods: Support Vector Machines
    • Kaufman, L.1
  • 17
    • 0022113717 scopus 로고
    • On fast computation of distance between line segments
    • V. J. Lumelsky, "On fast computation of distance between line segments," Inform. Processing Lett., vol. 21, pp. 55-61, 1985.
    • (1985) Inform. Processing Lett. , vol.21 , pp. 55-61
    • Lumelsky, V.J.1
  • 18
    • 0016025580 scopus 로고
    • Finding the point of a polyhedron closest to the origin
    • B. F. Mitchell, V. F. Dem'yanov, and V. N. Malozemov, "Finding the point of a polyhedron closest to the origin," SIAM J. Contr., vol. 12, pp. 19-26, 1974.
    • (1974) SIAM J. Contr. , vol.12 , pp. 19-26
    • Mitchell, B.F.1    Dem'Yanov, V.F.2    Malozemov, V.N.3
  • 20
    • 0003120218 scopus 로고    scopus 로고
    • Fast training of support vector machines using sequential minimal optimization
    • B. Schölkopf, C. Burges, and A. Smola, Eds. Cambridge, MA: MIT Press, Dec.
    • J. C. Platt, "Fast training of support vector machines using sequential minimal optimization," in Advances in Kernel Methods: Support Vector Machines, B. Schölkopf, C. Burges, and A. Smola, Eds. Cambridge, MA: MIT Press, Dec. 1998.
    • (1998) Advances in Kernel Methods: Support Vector Machines
    • Platt, J.C.1
  • 22
    • 0026995595 scopus 로고
    • Computation of certain measures of proximity between convex polytopes: A complexity viewpoint
    • Nice, France
    • N. K. Sancheti and S. S. Keerthi, "Computation of certain measures of proximity between convex polytopes: A complexity viewpoint," in Proc. IEEE Int. Conf. Robot. Automat., Nice, France, 1992, pp. 2508-2513.
    • (1992) Proc. IEEE Int. Conf. Robot. Automat. , pp. 2508-2513
    • Sancheti, N.K.1    Keerthi, S.S.2
  • 24
    • 33747782548 scopus 로고    scopus 로고
    • Online
    • Two Spirals Data [Online]. Available: ftp://ftp.boltz.cs.cmu.edu/ pub/neural-bench/bench/two-spirals-v1.0.tar.gz
    • Two Spirals Data
  • 25
  • 28
    • 0004305250 scopus 로고    scopus 로고
    • Online
    • Wisconsin Breast Cancer Data [Online]. Available: ftp://128.195.1.46/pub/machine-learning-databases/breast-cancer-wisconsin/
    • Wisconsin Breast Cancer Data
  • 29
    • 34250385434 scopus 로고
    • Finding the nearest point in a polytope
    • P. Wolfe, "Finding the nearest point in a polytope," Math. Programming, vol. 11, pp. 128-149, 1976.
    • (1976) Math. Programming , vol.11 , pp. 128-149
    • Wolfe, P.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.