메뉴 건너뛰기




Volumn 7867 LNAI, Issue , 2013, Pages 109-120

On the evaluation of the homogeneous ensembles with CV-passports

Author keywords

Boosting; Classification; Cross validation; Data mining competitions; Decision trees; Ensemble and base learner; Financial credit risk assessment

Indexed keywords

AUTOMATIC APPROACHES; BASE LEARNERS; BOOSTING; CROSS VALIDATION; FINANCIAL CREDITS; PREDICTION ACCURACY; TEST SOLUTIONS; TRAINING DATA;

EID: 84892863433     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-40319-4_10     Document Type: Conference Paper
Times cited : (5)

References (18)
  • 1
    • 82955194972 scopus 로고    scopus 로고
    • Construction of an ensemble of logical correctors on the basis of elementary classifiers
    • Djukova, E.V., Zhuravlev, Y.I., Sotnezov, R.M.: Construction of an ensemble of logical correctors on the basis of elementary classifiers. Pattern Recognition and Image Analysis 21(4), 599-605 (2011)
    • (2011) Pattern Recognition and Image Analysis , vol.21 , Issue.4 , pp. 599-605
    • Djukova, E.V.1    Zhuravlev, Y.I.2    Sotnezov, R.M.3
  • 2
  • 3
    • 78650452320 scopus 로고    scopus 로고
    • Some fundamental issues in ensemble methods
    • IEEE, Hong Kong
    • Wang, W.: Some fundamental issues in ensemble methods. In: World Congress on Computational Intelligence, pp. 2244-2251. IEEE, Hong Kong (2008)
    • (2008) World Congress on Computational Intelligence , pp. 2244-2251
    • Wang, W.1
  • 4
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L.: Random forests. Machine Learning 45(1), 5-32 (2001)
    • (2001) Machine Learning , vol.45 , Issue.1 , pp. 5-32
    • Breiman, L.1
  • 5
    • 38349056637 scopus 로고    scopus 로고
    • Bagging support vector machine for classification of SELDI-toF mass spectra of ovarian cancer serum samples
    • Orgun, M.A., Thornton, J. (eds.) AI 2007. Springer, Heidelberg
    • Zhang, B.-L., Pham, T.D., Zhang, Y.: Bagging support vector machine for classification of SELDI-toF mass spectra of ovarian cancer serum samples. In: Orgun, M.A., Thornton, J. (eds.) AI 2007. LNCS (LNAI), vol. 4830, pp. 820-826. Springer, Heidelberg (2007)
    • (2007) LNCS (LNAI) , vol.4830 , pp. 820-826
    • Zhang, B.-L.1    Pham, T.D.2    Zhang, Y.3
  • 6
    • 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
  • 7
    • 0036161259 scopus 로고    scopus 로고
    • Gene selection for cancer classification using support vector machines
    • Guyon, I., Weston, J., Barnhill, S., Vapnik, V.: Gene selection for cancer classification using support vector machines. Machine Learning 46, 389-422 (2002)
    • (2002) Machine Learning , vol.46 , pp. 389-422
    • Guyon, I.1    Weston, J.2    Barnhill, S.3    Vapnik, V.4
  • 9
    • 47349102423 scopus 로고    scopus 로고
    • Classification of imbalanced data with random sets and mean-variance filtering
    • Nikulin, V.: Classification of imbalanced data with random sets and mean-variance filtering. International Journal of Data Warehousing and Mining 4(2), 63-78 (2008)
    • (2008) International Journal of Data Warehousing and Mining , vol.4 , Issue.2 , pp. 63-78
    • Nikulin, V.1
  • 10
    • 78650438646 scopus 로고    scopus 로고
    • Ensemble approach for the classification of imbalanced data
    • Nicholson, A., Li, X. (eds.) AI 2009. Springer, Heidelberg
    • Nikulin, V., McLachlan, G.J., Ng, S.K.: Ensemble approach for the classification of imbalanced data. In: Nicholson, A., Li, X. (eds.) AI 2009. LNCS, vol. 5866, pp. 291-300. Springer, Heidelberg (2009)
    • (2009) LNCS , vol.5866 , pp. 291-300
    • Nikulin, V.1    McLachlan, G.J.2    Ng, S.K.3
  • 11
    • 0031211090 scopus 로고    scopus 로고
    • A decision-theoretic generalization of on-line learning and an application to boosting
    • Freund, Y., Schapire, R.: A decision-theoretic generalization of on-line learning and an application to boosting. Journal of Computer and System Sciences 55, 119-139 (1997)
    • (1997) Journal of Computer and System Sciences , vol.55 , pp. 119-139
    • Freund, Y.1    Schapire, R.2
  • 12
    • 84862311995 scopus 로고    scopus 로고
    • Classification of imbalanced marketing data with balanced random sets
    • Nikulin, V., McLachlan, J.: Classification of imbalanced marketing data with balanced random sets. JMLR: Workshop and Conference Proceedings 7, 89-100 (2009)
    • (2009) JMLR: Workshop and Conference Proceedings , vol.7 , pp. 89-100
    • Nikulin, V.1    McLachlan, J.2
  • 13
    • 84892835532 scopus 로고    scopus 로고
    • On the homogeneous ensembling with balanced random sets and boosting
    • Yao, J., Yang, Y., Słowiński, R., Greco, S., Li, H., Mitra, S., Polkowski, L. (eds.) RSCTC 2012. Springer, Heidelberg
    • Nikulin, V.: On the homogeneous ensembling with balanced random sets and boosting. In: Yao, J., Yang, Y., Słowiński, R., Greco, S., Li, H., Mitra, S., Polkowski, L. (eds.) RSCTC 2012. LNCS, vol. 7413, pp. 180-189. Springer, Heidelberg (2012)
    • (2012) LNCS , vol.7413 , pp. 180-189
    • Nikulin, V.1
  • 14
    • 0000125534 scopus 로고
    • Sample selection bias as a specification error
    • Heckerman, J.: Sample selection bias as a specification error. Econometrica 47(1), 153-161 (1979)
    • (1979) Econometrica , vol.47 , Issue.1 , pp. 153-161
    • Heckerman, J.1
  • 16
    • 79951469738 scopus 로고    scopus 로고
    • The best analyst win
    • Carpenter, J.: the best analyst win. Science 331, 698-699 (2011)
    • (2011) Science , vol.331 , pp. 698-699
    • Carpenter, J.1
  • 17
    • 84948873533 scopus 로고
    • Cross-validation of covariance structures
    • Cudeck, R., Browne, M.: Cross-validation of covariance structures. Multivariate Behavioral Research 18(2), 147-167 (1983)
    • (1983) Multivariate Behavioral Research , vol.18 , Issue.2 , pp. 147-167
    • Cudeck, R.1    Browne, M.2
  • 18
    • 84892857940 scopus 로고    scopus 로고
    • Prediction of a biological response of molecules from their chemical properties
    • published in Russian by Vyatka State University
    • Efimov, D., Nikulin, V.: Prediction of a biological response of molecules from their chemical properties. Advanced Science (published in Russian by Vyatka State University) 2(2), 107-123 (2013)
    • (2013) Advanced Science , vol.2 , Issue.2 , pp. 107-123
    • Efimov, D.1    Nikulin, V.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.