메뉴 건너뛰기




Volumn 5, Issue , 2004, Pages 3056-3061

Comparison of parallel and cascade methods for training support vector machines on larege-scale problems

Author keywords

Module combination; Parallel learning; Problem decomposition; Support vector machines; Text categorization

Indexed keywords

PARALLEL PROCESSING SYSTEMS; PATTERN RECOGNITION; PROBLEM SOLVING; QUADRATIC PROGRAMMING; STATISTICAL METHODS;

EID: 6344239138     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (12)

References (13)
  • 1
    • 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
  • 5
    • 0002714543 scopus 로고    scopus 로고
    • Making large-scale SVM learning practical
    • B. Scholkopf, C. J. C. B́urges, and A. J. Smola eds. Cambridge, MA: MIT press
    • T. Joachims, "Making large-scale SVM learning practical", In B. Scholkopf, C. J. C. B́urges, and A. J. Smola eds. Advances in Kernel Methods - Support Vector Learning, Cambridge, MA: MIT press, 1998.
    • (1998) Advances in Kernel Methods - Support Vector Learning
    • Joachims, T.1
  • 6
    • 0003120218 scopus 로고    scopus 로고
    • Fast training of support vector machines using sequential minimal optimization
    • B. Scholkopf, C. J. C. Burges, and A. J. Smola eds. Cambridge, MA: MIT press
    • J. C. Platt, "Fast training of support vector machines using sequential minimal optimization", In B. Scholkopf, C. J. C. Burges, and A. J. Smola eds. Advances in Kernel Methods - Support Vector Learning, Cambridge, MA: MIT press, 1998.
    • (1998) Advances in Kernel Methods - Support Vector Learning
    • Platt, J.C.1
  • 7
    • 0742321291 scopus 로고    scopus 로고
    • A study on reduced support vector machines
    • K. M. Lin and C. J. Lin, "A study on reduced support vector machines", IEEE Transaction on Neural Networks, vol.14, pp. 1449-1469, 2003.
    • (2003) IEEE Transaction on Neural Networks , vol.14 , pp. 1449-1469
    • Lin, K.M.1    Lin, C.J.2
  • 8
    • 28444462396 scopus 로고    scopus 로고
    • A cascade method for reducing training time and the number of support vectors
    • Dalian, Aug. 15-19, (to appear)
    • Y. M. Wen and B. L. Lu, "A cascade method for reducing training time and the number of support vectors", Proceeding of International Symposium on Neural Network (ISNN2004), Dalian, Aug. 15-19,2004 (to appear).
    • (2004) Proceeding of International Symposium on Neural Network (ISNN2004)
    • Wen, Y.M.1    Lu, B.L.2
  • 9
    • 10944220472 scopus 로고    scopus 로고
    • A part-versus-part method for massively parallel training of support vector machines
    • Budapast, Jul. 25-29, (to appear)
    • B. L. Lu, K. A. Wang, M. Utiyama and H. Isahara, "A part-versus-part method for massively parallel training of support vector machines", Proceeding of IJCNN, Budapast, Jul. 25-29, 2004 (to appear).
    • (2004) Proceeding of IJCNN
    • Lu, B.L.1    Wang, K.A.2    Utiyama, M.3    Isahara, H.4
  • 11
    • 84902215278 scopus 로고    scopus 로고
    • Task decomposition based on class relations: A modular neural network architecture for pattern classification
    • J. Mira, R. Moreno-Diaz and J. Cabestany eds. Springer
    • B. L. Lu and M. Ito, "Task decomposition based on class relations: a modular neural network architecture for pattern classification", In J. Mira, R. Moreno-Diaz and J. Cabestany eds. Biological and Artificial Computation: From Neuroscience to Technology, Lecture Notes in Computer Science, vol. 1240, pp. 330-339, Springer, 1997.
    • (1997) Biological and Artificial Computation: From Neuroscience to Technology, Lecture Notes in Computer Science , vol.1240 , pp. 330-339
    • Lu, B.L.1    Ito, M.2
  • 12
    • 0032594843 scopus 로고    scopus 로고
    • Task decomposition and module combination based on class relations: A modular neural network for pattern classification
    • B. L. Lu and M. Ito, "Task decomposition and module combination based on class relations: a modular neural network for pattern classification", IEEE Transaction on Neural Networks, vol. 10, No. 5, pp. 1244-1256, 1999.
    • (1999) IEEE Transaction on Neural Networks , vol.10 , Issue.5 , pp. 1244-1256
    • Lu, B.L.1    Ito, M.2
  • 13
    • 0036505670 scopus 로고    scopus 로고
    • A comparison of methods for multi-class support vector machines
    • C. W. Hsu and C. J. Lin, "A comparison of methods for multi-class support vector machines", IEEE Transaction on Neural Networks, vol. 13, No. 2, pp. 415-425,2002.
    • (2002) IEEE Transaction on Neural Networks , vol.13 , Issue.2 , pp. 415-425
    • Hsu, C.W.1    Lin, C.J.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.