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Volumn 2, Issue , 2005, Pages 855-858

K-fold generalization capability assessment for support vector classifiers

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION (OF INFORMATION); COMPUTATIONAL COMPLEXITY; DATA ACQUISITION; DATA REDUCTION; MATHEMATICAL MODELS; NEURAL NETWORKS; ONLINE SYSTEMS;

EID: 33745943604     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCNN.2005.1555964     Document Type: Conference Paper
Times cited : (27)

References (10)
  • 1
    • 84925604888 scopus 로고    scopus 로고
    • No unbiased estimator of the variance of K-fold cross-validation
    • Sep.
    • Y. Bengio, Y. Grandvalet, "No Unbiased Estimator of the Variance of K-Fold Cross-Validation", Journal of Machine Learning Research, Vol. 5, pp. 1089-1105, Sep. 2004.
    • (2004) Journal of Machine Learning Research , vol.5 , pp. 1089-1105
    • Bengio, Y.1    Grandvalet, Y.2
  • 3
    • 34249753618 scopus 로고
    • Support vector networks
    • C. Cortes, 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
  • 4
    • 84947403595 scopus 로고
    • Probability inequalities for sums of bounded random variables
    • W. Hoeffding, "Probability inequalities for sums of bounded random variables", Journal of the American Statistical Association, Vol. 58, pp. 13-30, 1963.
    • (1963) Journal of the American Statistical Association , vol.58 , pp. 13-30
    • Hoeffding, W.1
  • 5
    • 0037382208 scopus 로고    scopus 로고
    • Evaluation of simple performance measures for tuning SVM hyperparameters
    • K. Duan, S.S. Keerthi, A.N. Poo, "Evaluation of simple performance measures for tuning SVM hyperparameters", Neurocomputing, Vol. 51, pp. 41-59, 2003.
    • (2003) Neurocomputing , vol.51 , pp. 41-59
    • Duan, K.1    Keerthi, S.S.2    Poo, A.N.3
  • 7
    • 33745940608 scopus 로고    scopus 로고
    • A comparison of cross validation methods for SVM model selection
    • to appear
    • D. Anguita, S. Ridella, F. Rivieccio, "A comparison of Cross Validation methods for SVM model selection", DIBE Technical Report, to appear.
    • DIBE Technical Report
    • Anguita, D.1    Ridella, S.2    Rivieccio, F.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.