메뉴 건너뛰기




Volumn 28, Issue 6, 2006, Pages 1007-1012

Discriminant ECOC: A heuristic method for application dependent design of error correcting output codes

Author keywords

Multiclass classification; Multiple classifiers; Visual object recognition

Indexed keywords

BLIND SOURCE SEPARATION; CODES (SYMBOLS); ERROR CORRECTION; HEURISTIC METHODS; MATRIX ALGEBRA; SET THEORY;

EID: 33645963453     PISSN: 01628828     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPAMI.2006.116     Document Type: Article
Times cited : (248)

References (17)
  • 1
    • 0036568032 scopus 로고    scopus 로고
    • "On the Learnability and Design of Output Codes for Multiclass Problems"
    • K. Crammer and Y. Singer, "On the Learnability and Design of Output Codes for Multiclass Problems," Machine Learning, vol. 47, no. 2-3, pp. 201-233, 2002.
    • (2002) Machine Learning , vol.47 , Issue.2-3 , pp. 201-233
    • Crammer, K.1    Singer, Y.2
  • 2
    • 1242263799 scopus 로고    scopus 로고
    • "New Results on Error Correcting Codes of Kernel Machines"
    • A. Passerine, M. Pontil, and P. Frasconi, "New Results on Error Correcting Codes of Kernel Machines," IEEE Trans. Neural Networks, vol. 15, no. 1, pp. 45-54, 2004.
    • (2004) IEEE Trans. Neural Networks , vol.15 , Issue.1 , pp. 45-54
    • Passerine, A.1    Pontil, M.2    Frasconi, P.3
  • 4
    • 33744584654 scopus 로고
    • "Induction of Decision Trees"
    • J.R. Quinlan, "Induction of Decision Trees," Machine Learning, vol. 1, no. 1, pp. 81-106, 1986.
    • (1986) Machine Learning , vol.1 , Issue.1 , pp. 81-106
    • Quinlan, J.R.1
  • 5
    • 0031211090 scopus 로고    scopus 로고
    • "A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting"
    • Y. Freund and R.E. Shapire, "A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting," J. Computer and System Sciences, vol. 55, no. 1, pp. 119-139, 1997.
    • (1997) J. Computer and System Sciences , vol.55 , Issue.1 , pp. 119-139
    • Freund, Y.1    Shapire, R.E.2
  • 6
    • 0032355984 scopus 로고    scopus 로고
    • "Classification by Pairwise Coupling"
    • T. Hastie and R. Tibshirani "Classification by Pairwise Coupling," Annals of Statistics, vol. 26, no. 2, pp. 451-471, 1998.
    • (1998) Annals of Statistics , vol.26 , Issue.2 , pp. 451-471
    • Hastie, T.1    Tibshirani, R.2
  • 7
    • 24044435942 scopus 로고    scopus 로고
    • "Reducing Multiclass to Binary: A Unifying Approach for Margin Classifiers"
    • E.L. Allwein, R.E. Shapire, and Y. Singer, "Reducing Multiclass to Binary: A Unifying Approach for Margin Classifiers," J. Machine Learning Research, vol. 1, pp. 113-141, 2000.
    • (2000) J. Machine Learning Research , vol.1 , pp. 113-141
    • Allwein, E.L.1    Shapire, R.E.2    Singer, Y.3
  • 8
    • 0000406788 scopus 로고
    • "Solving Multiclass Learning Problems via Error-Correcting Output Codes"
    • T.G. Dietterich and G. Bakiri, "Solving Multiclass Learning Problems via Error-Correcting Output Codes," J. Artificial Intelligence Research, vol. 2, pp. 263-286, 1995.
    • (1995) J. Artificial Intelligence Research , vol.2 , pp. 263-286
    • Dietterich, T.G.1    Bakiri, G.2
  • 12
    • 1942450610 scopus 로고    scopus 로고
    • "Feature Extraction by Non-Parametric Mutual Information Maximization"
    • K. Torkkola, "Feature Extraction by Non-Parametric Mutual Information Maximization," J. Machine Learning, Research, vol. 3, pp. 1415-1438, 2003.
    • (2003) J. Machine Learning, Research , vol.3 , pp. 1415-1438
    • Torkkola, K.1
  • 13
    • 0034164230 scopus 로고    scopus 로고
    • "Additive Logistic Regression: A Statistical View of Boosting"
    • J. Friedman, T. Hastie, and R. Tibshirani "Additive Logistic Regression: A Statistical View of Boosting," Annals of Statistics, vol. 28, no. 3, pp. 337-374, 2000.
    • (2000) Annals of Statistics , vol.28 , Issue.3 , pp. 337-374
    • Friedman, J.1    Hastie, T.2    Tibshirani, R.3
  • 15
    • 0000040021 scopus 로고    scopus 로고
    • "Using Output Codes to Boost Multiclass Learning Problems"
    • R.E. Schapire, "Using Output Codes to Boost Multiclass Learning Problems," Machine Learning: Proc. 14th Int'l Conf., pp. 313-321, 1997.
    • (1997) Machine Learning: Proc. 14th Int'l Conf. , pp. 313-321
    • Schapire, R.E.1
  • 16
    • 0036505670 scopus 로고    scopus 로고
    • "A Comparison of Methods for Multi-Class Support Vector Machines"
    • Mar
    • C. Hsu and C. Lin, "A Comparison of Methods for Multi-Class Support Vector Machines," IEEE Trans. Neural Networks, vol. 13, no. 2, pp. 415-425, Mar. 2002.
    • (2002) IEEE Trans. Neural Networks , vol.13 , Issue.2 , pp. 415-425
    • Hsu, C.1    Lin, C.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.