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Volumn 71, Issue 7-9, 2008, Pages 1210-1219

Learning dynamics and robustness of vector quantization and neural gas

Author keywords

Clustering; Neural gas; Online learning; Vector quantization; Winner takes all algorithms

Indexed keywords

ASYMPTOTIC ANALYSIS; CLUSTERING ALGORITHMS; E-LEARNING; NUMERICAL ANALYSIS; ONLINE SYSTEMS; ROBUSTNESS (CONTROL SYSTEMS); VECTOR QUANTIZATION;

EID: 40649121456     PISSN: 09252312     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neucom.2007.11.022     Document Type: Article
Times cited : (12)

References (16)
  • 2
    • 40649115760 scopus 로고    scopus 로고
    • Bibliography on the Self Organising Map (SOM) and Learning Vector Quantization (LVQ), Neural Networks Research Centre, Helsinki University of Technology, 2002.
    • Bibliography on the Self Organising Map (SOM) and Learning Vector Quantization (LVQ), Neural Networks Research Centre, Helsinki University of Technology, 2002.
  • 3
    • 40649087198 scopus 로고    scopus 로고
    • M. Biehl, A. Freking, A. Ghosh, G. Reents, A theoretical framework for analysing the dynamics of LVQ, Technical Report, Technical Report 2004-09-02, Mathematics and Computing Science, University Groningen, P.O. Box 800, 9700 AV Groningen, The Netherlands, December 2004, available from 〈 www.cs.rug.nl/∼biehl〉.
    • M. Biehl, A. Freking, A. Ghosh, G. Reents, A theoretical framework for analysing the dynamics of LVQ, Technical Report, Technical Report 2004-09-02, Mathematics and Computing Science, University Groningen, P.O. Box 800, 9700 AV Groningen, The Netherlands, December 2004, available from 〈 www.cs.rug.nl/∼biehl〉.
  • 5
    • 32544459594 scopus 로고    scopus 로고
    • Learning Vector Quantization: The Dynamics of Winner-Takes-All Algorithms
    • Biehl M., Ghosh A., and Hammer B. Learning Vector Quantization: The Dynamics of Winner-Takes-All Algorithms. Neurocomputing 69 (2006) 660-670
    • (2006) Neurocomputing , vol.69 , pp. 660-670
    • Biehl, M.1    Ghosh, A.2    Hammer, B.3
  • 6
    • 33847216891 scopus 로고    scopus 로고
    • Dynamics and generalization ability of LVQ algorithms
    • Biehl M., Ghosh A., and Hammer B. Dynamics and generalization ability of LVQ algorithms. J. Mach. Learn. Res. 8 (2007) 323-360
    • (2007) J. Mach. Learn. Res. , vol.8 , pp. 323-360
    • Biehl, M.1    Ghosh, A.2    Hammer, B.3
  • 7
    • 0142000077 scopus 로고    scopus 로고
    • Stochastic Algorithms for Exploratory Data Analysis: Data Clustering and Data Visualization
    • Jordan M. (Ed), Kluwer Academic Publishers, Dordrecht
    • Buhmann J. Stochastic Algorithms for Exploratory Data Analysis: Data Clustering and Data Visualization. In: Jordan M. (Ed). Learning in Graphical Models (1997), Kluwer Academic Publishers, Dordrecht
    • (1997) Learning in Graphical Models
    • Buhmann, J.1
  • 10
    • 33746829161 scopus 로고    scopus 로고
    • Performance analysis of LVQ algorithms: a statistical physics approach
    • (special issue on Advances in Self-Organizing Maps)
    • Ghosh A., Biehl M., and Hammer B. Performance analysis of LVQ algorithms: a statistical physics approach. Neural Networks 19 (2006) 817-829 (special issue on Advances in Self-Organizing Maps)
    • (2006) Neural Networks , vol.19 , pp. 817-829
    • Ghosh, A.1    Biehl, M.2    Hammer, B.3
  • 12
    • 0027632248 scopus 로고
    • 'Neural Gas' network for vector quantization and its application to time series prediction
    • Martinetz T., Berkovich S., and Schulten K. 'Neural Gas' network for vector quantization and its application to time series prediction. IEEE Trans. Neural Networks 4 4 (1993) 558-569
    • (1993) IEEE Trans. Neural Networks , vol.4 , Issue.4 , pp. 558-569
    • Martinetz, T.1    Berkovich, S.2    Schulten, K.3
  • 14
    • 4243617417 scopus 로고    scopus 로고
    • Self Averaging and On-line Learning
    • Reents G., and Urbanczik R. Self Averaging and On-line Learning. Phys. Rev. Lett. 80 (1998) 5445-5448
    • (1998) Phys. Rev. Lett. , vol.80 , pp. 5445-5448
    • Reents, G.1    Urbanczik, R.2
  • 15
    • 21144484106 scopus 로고
    • The statistical mechanics of learning a rule
    • Watkin T.L.H., Rau A., and Biehl M. The statistical mechanics of learning a rule. Rev. Mod. Phys. 65 (1993) 499-556
    • (1993) Rev. Mod. Phys. , vol.65 , pp. 499-556
    • Watkin, T.L.H.1    Rau, A.2    Biehl, M.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.