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Volumn , Issue , 2009, Pages 1820-1826

GNG-SVM framework - classifying large datasets with Support Vector Machines using Growing Neural Gas

(2)  Linda, Ondrej a   Manic, Milos a  

a NONE

Author keywords

Data classification; Growing Neural Gas; Large datasets; Support Vector Machines

Indexed keywords

CLUSTERING TECHNIQUES; DATA CLASSIFICATION; DATA SETS; GROWING NEURAL GAS; LARGE DATASETS; NUMBER OF CLUSTERS; REAL-WORLD DATASETS; SVM SOLVERS; TRAINING DATASET; TRAINING PROCESS;

EID: 70449399705     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCNN.2009.5178713     Document Type: Conference Paper
Times cited : (9)

References (25)
  • 5
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • C. J. 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.1
  • 6
    • 0000667930 scopus 로고    scopus 로고
    • Training nu-support vector classifiers: Theory and algorithms
    • C.-C. Chang, C.-J. Lin, "Training nu-support vector classifiers: Theory and algorithms, " Neural Computation, 13:2119-2147, 2001.
    • (2001) Neural Computation , vol.13 , pp. 2119-2147
    • Chang, C.-C.1    Lin, C.-J.2
  • 7
    • 77952390455 scopus 로고    scopus 로고
    • Classifying large data sets using SVM with hierarchical clusters,
    • Washington, DC
    • H. Yu, J. Yang, J. Han, "Classifying large data sets using SVM with hierarchical clusters, " In Proceedings of the SIGKDD 2003, Washington, DC, 2003, pp 306-315.
    • (2003) Proceedings of the SIGKDD 2003 , pp. 306-315
    • Yu, H.1    Yang, J.2    Han, J.3
  • 10
    • 34250705697 scopus 로고    scopus 로고
    • Classifying Very Large Data Sets with Minimum Enclosing all Based Support Vector Machine,
    • Vancouver, Canada
    • B. Jin, Y.-Q. Zhang, "Classifying Very Large Data Sets with Minimum Enclosing all Based Support Vector Machine, " In Proc. IEEE Int. Conf. on Fuzzy Systems, Vancouver, Canada, 2006.
    • (2006) Proc. IEEE Int. Conf. on Fuzzy Systems
    • Jin, B.1    Zhang, Y.-Q.2
  • 12
    • 85135470835 scopus 로고
    • A growing neural gas network learns topologies,
    • G. Tesauro, D. D. Touretzky, & T. K. Leen Eds, MIT Press, Cambridge
    • B. Fritzke, "A growing neural gas network learns topologies, " In G. Tesauro, D. D. Touretzky, & T. K. Leen (Eds.), Advances in neural information processing systems, MIT Press, Cambridge, 1995, pp. 625-632.
    • (1995) Advances in neural information processing systems , pp. 625-632
    • Fritzke, B.1
  • 13
    • 70449452075 scopus 로고    scopus 로고
    • A. Asuncion, D. J. Newman, UCI Machine Learning Repository [http://www.ics.uci.edu/∼mlearn/MLRepository.html]. Irvine, CA: University of California, School of Information and Computer Science.
    • A. Asuncion, D. J. Newman, UCI Machine Learning Repository [http://www.ics.uci.edu/∼mlearn/MLRepository.html]. Irvine, CA: University of California, School of Information and Computer Science.
  • 15
    • 0003401675 scopus 로고    scopus 로고
    • A tutorial on support vector regression,
    • Technical report
    • A. Smola, B. Sch, "A tutorial on support vector regression, " Technical report, 1998.
    • (1998)
    • Smola, A.1    Sch, B.2
  • 16
    • 0001559380 scopus 로고    scopus 로고
    • Solving the quadratic programming problem arising in support vector classification,
    • B. Scholkopf, C. J. C. Burges and A. J. Smola, Eds, MIT Press
    • L. Kaufman, "Solving the quadratic programming problem arising in support vector classification, " In B. Scholkopf, C. J. C. Burges and A. J. Smola, (Eds.), Advances in Kernel Methods-Support Vector Learning, MIT Press, 1998, pp. 147-168.
    • (1998) Advances in Kernel Methods-Support Vector Learning , pp. 147-168
    • Kaufman, L.1
  • 17
    • 0003120218 scopus 로고    scopus 로고
    • Fast training of SVMs using sequential minimal optimization,
    • B. Scholkopf, C. J. C. Burges, and A. J. Smola, Eds, MIT Press
    • J. C. Platt, "Fast training of SVMs using sequential minimal optimization, " In B. Scholkopf, C. J. C. Burges, and A. J. Smola, (Eds.), Advances in Kernel Methods-Support Vector Learning, MIT Press, 1998, pp. 185-208.
    • (1998) Advances in Kernel Methods-Support Vector Learning , pp. 185-208
    • Platt, J.C.1
  • 18
    • 0000913324 scopus 로고    scopus 로고
    • SVMTorch: Support vector machines for large-scale regression problems
    • R. Collobert, S. bengio, "SVMTorch: Support vector machines for large-scale regression problems, " Journal of Machine Learning Research, 2001, pp. 143-160.
    • (2001) Journal of Machine Learning Research , pp. 143-160
    • Collobert, R.1    bengio, S.2
  • 19
    • 0002714543 scopus 로고    scopus 로고
    • Making large-scale support vector machine learning practical,
    • B. Scholkopf, C. J. C. Burges, and A. J. Smola, Eds, MIT Press
    • T. Joachims, "Making large-scale support vector machine learning practical, " In B. Scholkopf, C. J. C. Burges, and A. J. Smola, (Eds.), Advances in Kernel Methods-Support Vector Learning, MIT Press, 1998.
    • (1998) Advances in Kernel Methods-Support Vector Learning
    • Joachims, T.1
  • 22
    • 0000742931 scopus 로고
    • A neural gas network learns topologies,
    • T. Kohonen, K. Makisara, O. Simula, J. Kangas, Eds, North-Holland, Amsterdam
    • T. M. Martinetz, K. J. Schulten, "A neural gas network learns topologies, " In T. Kohonen, K. Makisara, O. Simula, J. Kangas, (Eds.), Artificial Neural Networks, North-Holland, Amsterdam, 1991, pp. 397-402.
    • (1991) Artificial Neural Networks , pp. 397-402
    • Martinetz, T.M.1    Schulten, K.J.2
  • 23
    • 0028748949 scopus 로고
    • Growing cells structures - a self-organizing network for unsupervised and supervised learning
    • B. Fritzke, "Growing cells structures - a self-organizing network for unsupervised and supervised learning, " Neural Networks, 1993, pp 1441-1460.
    • (1993) Neural Networks , pp. 1441-1460
    • Fritzke, B.1
  • 25
    • 0036505670 scopus 로고    scopus 로고
    • A comparison of methods for multi-class support vector machines
    • C.-W. Hsu, C.-J. Lin, "A comparison of methods for multi-class support vector machines, " In IEEE Transaction on Neural Networks, vol. 13, 1998, pp. 415-425.
    • (1998) In IEEE Transaction on Neural Networks , vol.13 , pp. 415-425
    • Hsu, C.-W.1    Lin, C.-J.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.