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Volumn 73, Issue 10-12, 2010, Pages 1676-1685

Study and evaluation of a multi-class SVM classifier using diminishing learning technique

Author keywords

Isolated digit recognition; Multi class classification; Support vector machines; Support vectors

Indexed keywords

AUTOMATED PROCEDURES; CLASSIFICATION ACCURACY; DESIGN OBJECTIVES; DIGIT RECOGNITION; DIMENSIONALITY REDUCTION; DIRECTED ACYCLIC GRAPHS; FEATURE INPUT; FEATURE MAP; HALF AGAINST HALVES; LEARNING TECHNIQUES; MULTI-CLASS CLASSIFICATION; MULTICLASS SVM; NONLINEAR PATTERN; NOVEL TECHNIQUES; RECOGNITION ACCURACY; SELF-ORGANIZED; SEQUENTIAL CLASSIFIER; SPEAKER DEPENDENTS; SUPPORT VECTOR; SVM CLASSIFIERS;

EID: 77952549421     PISSN: 09252312     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neucom.2009.11.042     Document Type: Article
Times cited : (41)

References (32)
  • 1
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • Burges Christopher J.C. A tutorial on support vector machines for pattern recognition. Data Mining and Knowledge Discovery 1998, 2:121-167.
    • (1998) Data Mining and Knowledge Discovery , vol.2 , pp. 121-167
    • Burges, C.J.C.1
  • 3
    • 38049090567 scopus 로고    scopus 로고
    • Musbah, Xu Zhu, support vector machines for DS-UWB channel equalisation, in: IEEE International Conference on Wireless Communications, Networking and Mobile Computing (WiCom'07), September.
    • Mohamed S. Musbah, Xu Zhu, support vector machines for DS-UWB channel equalisation, in: IEEE International Conference on Wireless Communications, Networking and Mobile Computing (WiCom'07), September 2007, pp. 524-527.
    • (2007) , pp. 524-527
    • Mohamed, S.1
  • 5
    • 21444450483 scopus 로고    scopus 로고
    • Changchun Bao, Yan Liu, A novel two-step SVM classifier for voiced/unvoiced/silence classification of speech, in: IEEE International Symposium on Chinese Spoken Language Processing (ISCSLP'04), December.
    • Q. Fengyan, Changchun Bao, Yan Liu, A novel two-step SVM classifier for voiced/unvoiced/silence classification of speech, in: IEEE International Symposium on Chinese Spoken Language Processing (ISCSLP'04), December 2004, pp. 77-80.
    • (2004) , pp. 77-80
    • Fengyan, Q.1
  • 6
    • 77952547208 scopus 로고    scopus 로고
    • Moore, Support Vector Machines, School of Computer Science, Carnegie Mellon University.
    • Andrew W. Moore, Support Vector Machines, School of Computer Science, Carnegie Mellon University.
    • Andrew, W.1
  • 7
    • 33947672300 scopus 로고    scopus 로고
    • HMM-based and SVM-based recognition of the speech of talkers with spastic dysarthria, in: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP'06), vol. 3, May
    • M. Johnson, J. Gunderson, A. Penman, T. Huang, HMM-based and SVM-based recognition of the speech of talkers with spastic dysarthria, in: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP'06), vol. 3, May 2006, pp.1060-1063.
    • (2006) , pp. 1060-1063
    • Johnson, M.1    Gunderson, J.2    Penman, A.3    Huang, T.4
  • 8
    • 77952553411 scopus 로고    scopus 로고
    • Phonetic Speaker Recognition with Support Vector Machines, MIT Lincoln Laboratory, Lexington, MA 02420.
    • W.M. Campbell, J.P. Campbell, D.A. Reynolds, D.A. Jones, T.R. Leek, Phonetic Speaker Recognition with Support Vector Machines, MIT Lincoln Laboratory, Lexington, MA 02420.
    • Campbell, W.M.1    Campbell, J.P.2    Reynolds, D.A.3    Jones, D.A.4    Leek, T.R.5
  • 9
    • 77952553778 scopus 로고    scopus 로고
    • Ramon Fernandez-Lorenzana, Fernando Perez-Cruz, Jose Miguel Garcia-Cabellos, Carmen Pelaez-Moreno, Ascension Gallardo-Antolin, Fernando Diaz-de-Maria, Some Experiments on Speaker-Independent Isolated Digit Recognition Using SVM Classifiers, Signal Theory and Communications Department, EPS-Universidad Carlos III de Madrid, Spain.
    • Ramon Fernandez-Lorenzana, Fernando Perez-Cruz, Jose Miguel Garcia-Cabellos, Carmen Pelaez-Moreno, Ascension Gallardo-Antolin, Fernando Diaz-de-Maria, Some Experiments on Speaker-Independent Isolated Digit Recognition Using SVM Classifiers, Signal Theory and Communications Department, EPS-Universidad Carlos III de Madrid, Spain.
  • 10
    • 33750294755 scopus 로고    scopus 로고
    • Multitraining support vector machine for image retrieval
    • Li Jing, Allinson Nigel, Tao Dacheng, Li Xuelong Multitraining support vector machine for image retrieval. IEEE Transactions on Image Processing 2006, 15(11):3597-3601.
    • (2006) IEEE Transactions on Image Processing , vol.15 , Issue.11 , pp. 3597-3601
    • Li, J.1    Allinson, N.2    Tao, D.3    Li, X.4
  • 11
    • 0031339847 scopus 로고    scopus 로고
    • Content-based image retrieval with relevance feedback in MARS, in: IEEE International Conference on Image Processing. Washington, DC (October).
    • Y. Rui, T.S. Huang, S. Mehrotra, Content-based image retrieval with relevance feedback in MARS, in: IEEE International Conference on Image Processing, vol. 2, Washington, DC (October 1997), pp. 815-818.
    • (1997) , vol.2 , pp. 815-818
    • Rui, Y.1    Huang, T.S.2    Mehrotra, S.3
  • 12
    • 33746424489 scopus 로고    scopus 로고
    • Asymmetric bagging and random subspace for support vector machines based relevance feedback in image retrieval
    • Tao Dacheng, Tang Xiaoou, Li Xuelong, Wu Xindong Asymmetric bagging and random subspace for support vector machines based relevance feedback in image retrieval. IEEE Transactions on Pattern Analysis and Machine Intelligence 2006, 28(7):1088-1099.
    • (2006) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.28 , Issue.7 , pp. 1088-1099
    • Tao, D.1    Tang, X.2    Li, X.3    Wu, X.4
  • 13
    • 33744503185 scopus 로고    scopus 로고
    • Support vector machines based on K-means clustering for real-time business intelligence systems
    • Wang Jiaqi, Wu Xindong, Zhang Chengqi Support vector machines based on K-means clustering for real-time business intelligence systems. Journal of Business Intelligence and Data Mining 2005, 1(1):54-64.
    • (2005) Journal of Business Intelligence and Data Mining , vol.1 , Issue.1 , pp. 54-64
    • Wang, J.1    Wu, X.2    Zhang, C.3
  • 15
    • 0030673582 scopus 로고    scopus 로고
    • Training support vector machines, in: Conference on Computer Vision and Pattern Recognition, CVPR'97.
    • E. Osuna, R. Freund, F. Girosi, Training support vector machines, in: Conference on Computer Vision and Pattern Recognition, CVPR'97, 1997, pp. 130-136.
    • (1997) , pp. 130-136
    • Osuna, E.1    Freund, R.2    Girosi, F.3
  • 16
    • 77952549350 scopus 로고    scopus 로고
    • Platt, Sequential minimal optimization: a fast algorithm for training support vector machines, Technical Report MSR-TR-98-14, Microsoft Research.
    • John C. Platt, Sequential minimal optimization: a fast algorithm for training support vector machines, Technical Report MSR-TR-98-14, Microsoft Research, 1998.
    • (1998)
    • John, C.1
  • 17
    • 0037991523 scopus 로고    scopus 로고
    • Online training of support vector classifier
    • Lau K.W., Wu Q.H. Online training of support vector classifier. Journal of Pattern Recognition 2003, 36:1913-1920.
    • (2003) Journal of Pattern Recognition , vol.36 , pp. 1913-1920
    • Lau, K.W.1    Wu, Q.H.2
  • 18
    • 77952549853 scopus 로고    scopus 로고
    • Jonathan Milgram, Mohamed Cheriet, Robert Sabourin, One against one or one against all: which one is better for handwriting recognition with SVMs? École de Technologie Supérieure, Montréal, Canada. Available from.
    • Jonathan Milgram, Mohamed Cheriet, Robert Sabourin, One against one or one against all: which one is better for handwriting recognition with SVMs? École de Technologie Supérieure, Montréal, Canada. Available from. http://www.livia.etsmtl.ca/publications/2006.
  • 19
    • 26444579317 scopus 로고    scopus 로고
    • Hansheng Lei, Venu Govindraju, Half-against-half multi-class support vector machines, Springer Book Series, Lecture Notes in Computer Science.
    • Hansheng Lei, Venu Govindraju, Half-against-half multi-class support vector machines, Springer Book Series, Lecture Notes in Computer Science, 2005, pp. 156-164.
    • (2005) , pp. 156-164
  • 22
    • 0004063090 scopus 로고    scopus 로고
    • Prentice-Hall of India
    • Haykin Simon Neural Networks 2003, Prentice-Hall of India. second ed.
    • (2003) Neural Networks
    • Haykin, S.1
  • 30
    • 0026944057 scopus 로고
    • A combined self-organizing feature map and multilayer perception for isolated word recognition
    • Huang Zezhen, Kuh Anthony A combined self-organizing feature map and multilayer perception for isolated word recognition. IEEE Transactions on Signal Processing 1992, 40(11):2651-2657.
    • (1992) IEEE Transactions on Signal Processing , vol.40 , Issue.11 , pp. 2651-2657
    • Huang, Z.1    Kuh, A.2
  • 31
    • 77952551982 scopus 로고    scopus 로고
    • http://www.ldc.upenn.edu/Catalog/readme_files/ti46.readme.html.
  • 32
    • 77952546006 scopus 로고    scopus 로고
    • The Mathworks Inc. - MATLAB.
    • The Mathworks Inc. - MATLAB. http://www.mathworks.com.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.