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Volumn 4723 LNCS, Issue , 2007, Pages 118-129

Combining bagging and random subspaces to create better ensembles

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; CLASSIFICATION (OF INFORMATION); DATA ACQUISITION; DECISION TREES; LEARNING SYSTEMS;

EID: 38049036817     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-74825-0_11     Document Type: Conference Paper
Times cited : (79)

References (14)
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    • Breiman, L.: Random forests. Mach. Learn. 45(1), 5-32 (2001)
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    • Breiman, L.1
  • 2
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • Breiman, L.: Bagging predictors. Machine Learning 24(2), 123-140 (1996)
    • (1996) Machine Learning , vol.24 , Issue.2 , pp. 123-140
    • Breiman, L.1
  • 5
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    • The strength of weak learnability
    • Schapire, R.E.: The strength of weak learnability. Machine Learning 5, 197-227 (1990)
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    • Schapire, R.E.1
  • 6
    • 84867095498 scopus 로고    scopus 로고
    • Complexity of classification problems and comparative advantages of combined classifiers
    • London, UK, pp, Springer, Heidelberg
    • Ho, T.K.: Complexity of classification problems and comparative advantages of combined classifiers. In: MCS '00: Proceedings of the First International Workshop on Multiple Classifier Systems, London, UK, pp. 97-106. Springer, Heidelberg (2000)
    • (2000) MCS '00: Proceedings of the First International Workshop on Multiple Classifier Systems , pp. 97-106
    • Ho, T.K.1
  • 8
    • 0003957032 scopus 로고    scopus 로고
    • Data Mining: Practical Machine Learning Tools and Techniques
    • 2nd edn. Morgan Kaufmann, San Francisco
    • Witten, I.H., Frank, E.: Data Mining: Practical Machine Learning Tools and Techniques (Morgan Kaufmann Series in Data Management Systems), 2nd edn. Morgan Kaufmann, San Francisco (2005)
    • (2005) Morgan Kaufmann Series in Data Management Systems
    • Witten, I.H.1    Frank, E.2
  • 10
    • 0003500248 scopus 로고    scopus 로고
    • C4.5: Programs for machine learning. Kaufmann Publishers Inc
    • San Francisco, CA, USA 1993
    • Quinlan, J.R.: C4.5: programs for machine learning. Kaufmann Publishers Inc., San Francisco, CA, USA (1993)
    • Quinlan, J.R.1
  • 11
    • 85149612939 scopus 로고
    • Fast effective rule induction
    • Prieditis, A, Russell, S, eds, Tahoe City, CA, pp, Morgan Kaufmann, San Francisco
    • Cohen, W.W.: Fast effective rule induction. In: Prieditis, A., Russell, S. (eds.) Proc. of the 12th International Conference on Machine Learning, Tahoe City, CA, pp. 115-123. Morgan Kaufmann, San Francisco (1995)
    • (1995) Proc. of the 12th International Conference on Machine Learning , pp. 115-123
    • Cohen, W.W.1
  • 12
    • 0025725905 scopus 로고
    • Instance-based learning algorithms
    • Aha, D.W., Kibler, D., Albert, M.K.: Instance-based learning algorithms. Mach. Learn. 6(1), 37-66 (1991)
    • (1991) Mach. Learn , vol.6 , Issue.1 , pp. 37-66
    • Aha, D.W.1    Kibler, D.2    Albert, M.K.3
  • 13
    • 0001884644 scopus 로고
    • Individual comparisons by ranking methods
    • Wilcoxon, F.: Individual comparisons by ranking methods. Biometrics 1, 80-83 (1945)
    • (1945) Biometrics , vol.1 , pp. 80-83
    • Wilcoxon, F.1
  • 14
    • 29644438050 scopus 로고    scopus 로고
    • Statistical comparisons of classifiers over multiple data sets
    • Demšar, J.: Statistical comparisons of classifiers over multiple data sets. J. Mach. Learn. Res. 7, 1-30 (2006)
    • (2006) J. Mach. Learn. Res , vol.7 , pp. 1-30
    • Demšar, J.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.