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Volumn , Issue , 2010, Pages 843-851

Class-specific error bounds for ensemble classifiers

Author keywords

Classifiers; Cost specific; Ensemble

Indexed keywords

BASE CLASSIFIERS; BINARY CLASSIFICATION; BINARY CLASSIFIERS; CLASSIFIER PERFORMANCE; EMPIRICAL ANALYSIS; ENSEMBLE; ENSEMBLE CLASSIFIERS; ERROR BOUND; FALSE ALARMS; GENERALIZATION ERROR; LOWER BOUNDS; MISSED DETECTIONS; PERFORMANCE CURVE; PERFORMANCE OPTIMIZATIONS; PROBABILITY OF MISCLASSIFICATION; RECEIVER OPERATING CHARACTERISTIC CURVES; ROC CURVES; SPECIFIC STRENGTH; TRADE OFF;

EID: 77956216412     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1835804.1835911     Document Type: Conference Paper
Times cited : (4)

References (10)
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    • Irvine, CA: University of California, School of Information and Computer Science
    • Asuncion, A. and Newman, D.J. 2007 UCI Machine Learning Repository [http://www.ics.uci.edu/~mlearn/MLRepository.html]. Irvine, CA: University of California, School of Information and Computer Science.
    • (2007) UCI Machine Learning Repository
    • Asuncion, A.1    Newman, D.J.2
  • 3
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L. "Random Forests", Machine Learning, vol. 45, no. 1, pp. 5-32, 2001.
    • (2001) Machine Learning , vol.45 , Issue.1 , pp. 5-32
    • Breiman, L.1
  • 4
    • 0013316935 scopus 로고    scopus 로고
    • Adacost: Misclassication cost-sensitive boosting
    • Fan, W., Stolfo, S., Zhang, J., and Chan, P. "Adacost: Misclassication Cost-sensitive Boosting." In ICML, 1999.
    • (1999) ICML
    • Fan, W.1    Stolfo, S.2    Zhang, J.3    Chan, P.4
  • 7
    • 0037274322 scopus 로고    scopus 로고
    • Bounding the generalization error of convex combinations of classifiers: Balancing the dimensionality and the margins
    • Koltchinskii, V., Panchenko, D. and Lozano, F. "Bounding the Generalization Error of Convex Combinations of Classifiers: Balancing the Dimensionality and the Margins", Annals of Applied Probability, vol. 13, no. 1, pp. 213-252, 2003.
    • (2003) Annals of Applied Probability , vol.13 , Issue.1 , pp. 213-252
    • Koltchinskii, V.1    Panchenko, D.2    Lozano, F.3
  • 9
    • 69449097857 scopus 로고    scopus 로고
    • Taxonomy for characterizing ensemble methods in classification tasks: A review and annotated bibliography
    • Rokach, L. "Taxonomy for Characterizing Ensemble Methods in Classification Tasks: A Review and Annotated Bibliography", in Computational Statistics and Data Analysis, 53, pp. 4046-4072, 2009.
    • (2009) Computational Statistics and Data Analysis , vol.53 , pp. 4046-4072
    • Rokach, L.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.