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Volumn 5519 LNCS, Issue , 2009, Pages 181-190

Ensembles of one class support vector machines

Author keywords

[No Author keywords available]

Indexed keywords

ENSEMBLE METHODS; FEATURE SPACE; KERNEL DENSITY ESTIMATION; ONE-CLASS CLASSIFICATION; ONE-CLASS SUPPORT VECTOR MACHINE; OPTIMAL PARAMETER SELECTION; OVERFITTING; REAL WORLD DATA;

EID: 70349303511     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-02326-2_19     Document Type: Conference Paper
Times cited : (32)

References (15)
  • 1
    • 0032645080 scopus 로고    scopus 로고
    • An empirical comparison of voting classification algorithms: Bagging, boosting, and variants
    • Bauer, E., Kohavi, R.: An empirical comparison of voting classification algorithms: Bagging, boosting, and variants. Machine Learning 36, 105-139 (1999)
    • (1999) Machine Learning , vol.36 , pp. 105-139
    • Bauer, E.1    Kohavi, R.2
  • 2
    • 51649108757 scopus 로고    scopus 로고
    • Soft clustering using weighted one-class support vector machines
    • Bicego, M., Figueiredo, M.A.T.: Soft clustering using weighted one-class support vector machines. Pattern Recognition 42, 27-32 (2009)
    • (2009) Pattern Recognition , vol.42 , pp. 27-32
    • Bicego, M.1    Figueiredo, M.A.T.2
  • 3
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • Breiman, L.: Bagging predictors. Machine Learning 24, 123-140 (1996)
    • (1996) Machine Learning , vol.24 , pp. 123-140
    • Breiman, L.1
  • 4
    • 17444413606 scopus 로고    scopus 로고
    • Boosting kernel density estimates: A bias reduction technique?
    • Di Marzio, M., Taylor, C.C.: Boosting kernel density estimates: a bias reduction technique? Biometrika 91, 226-233 (2004)
    • (2004) Biometrika , vol.91 , pp. 226-233
    • Di Marzio, M.1    Taylor, C.C.2
  • 5
    • 56049119915 scopus 로고    scopus 로고
    • One-class classification by combining density and class probability estimation
    • Daelemans, W, Goethals, B, Morik, K, eds, ECML PKDD 2008, Part I, Springer, Heidelberg
    • Hempstalk, K., Frank, E., Witten, I.H.: One-class classification by combining density and class probability estimation. In: Daelemans, W., Goethals, B., Morik, K. (eds.) ECML PKDD 2008, Part I. LNCS (LNAI), vol. 5211, pp. 505-519. Springer, Heidelberg (2008)
    • (2008) LNCS (LNAI , vol.5211 , pp. 505-519
    • Hempstalk, K.1    Frank, E.2    Witten, I.H.3
  • 6
    • 33750522220 scopus 로고    scopus 로고
    • Kernel PCA for novelty detection
    • Hoffmann, H.: Kernel PCA for novelty detection. Pattern Recognition 40, 863-874 (2007)
    • (2007) Pattern Recognition , vol.40 , pp. 863-874
    • Hoffmann, H.1
  • 7
    • 0001473437 scopus 로고
    • On estimation of a probability density function and mode
    • Parzen, E.: On estimation of a probability density function and mode. Annals of Mathematical Statistics 33, 1065-1076 (1962)
    • (1962) Annals of Mathematical Statistics , vol.33 , pp. 1065-1076
    • Parzen, E.1
  • 8
    • 60349101742 scopus 로고    scopus 로고
    • Using an ensemble of one-class SVM classifiers to harden payload-based anomaly detection systems
    • IEEE Press, New York
    • Perdisci, R., Gu, G., Lee, W.: Using an ensemble of one-class SVM classifiers to harden payload-based anomaly detection systems. In: 6th IEEE International Conference on Data Mining, pp. 488-498. IEEE Press, New York (2006)
    • (2006) 6th IEEE International Conference on Data Mining , pp. 488-498
    • Perdisci, R.1    Gu, G.2    Lee, W.3
  • 10
    • 33645717587 scopus 로고    scopus 로고
    • Kernel fisher discriminants for outlier detection
    • Roth, V.: Kernel fisher discriminants for outlier detection. Neural Computation 18, 942-960 (2006)
    • (2006) Neural Computation , vol.18 , pp. 942-960
    • Roth, V.1
  • 13
    • 0037753593 scopus 로고    scopus 로고
    • Ph.D thesis, Delft University of Technology
    • Tax, D.M.J.: One-class classification. Ph.D thesis, Delft University of Technology (2001)
    • (2001) One-class classification
    • Tax, D.M.J.1
  • 14
    • 84957038175 scopus 로고    scopus 로고
    • Tax, D.M.J., Duin, R.P.W.: Combining one-class classifiers. In: Kittler, J., Roli, F. (eds.) MCS 2001. LNCS, 2096, pp. 299-308. Springer, Heidelberg (2001)
    • Tax, D.M.J., Duin, R.P.W.: Combining one-class classifiers. In: Kittler, J., Roli, F. (eds.) MCS 2001. LNCS, vol. 2096, pp. 299-308. Springer, Heidelberg (2001)
  • 15
    • 84958774078 scopus 로고    scopus 로고
    • Tax, D.M.J., Juszczak, P.: Kernel whitening for one-class classification. In: Lee, S.-W., Verri, A. (eds.) SVM 2002. LNCS, 2388, pp. 40-52. Springer, Heidelberg (2002)
    • Tax, D.M.J., Juszczak, P.: Kernel whitening for one-class classification. In: Lee, S.-W., Verri, A. (eds.) SVM 2002. LNCS, vol. 2388, pp. 40-52. Springer, Heidelberg (2002)


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.