메뉴 건너뛰기




Volumn 4472 LNCS, Issue , 2007, Pages 407-420

On the diversity-performance relationship for majority voting in classifier ensembles

Author keywords

[No Author keywords available]

Indexed keywords

BRANCH AND BOUND METHOD; COMPUTATIONAL COMPLEXITY; DATA REDUCTION; PARAMETER ESTIMATION; PROBLEM SOLVING;

EID: 37249060650     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-72523-7_41     Document Type: Conference Paper
Times cited : (19)

References (34)
  • 2
    • 0011187879 scopus 로고    scopus 로고
    • Multiple classifier combination: Lessons and next steps
    • Bunke, H, Kandel, A, eds, World Scientific
    • Ho, T.K.: Multiple classifier combination: Lessons and next steps. In Bunke, H., Kandel, A., eds.: Hybrid Methods in Pattern Recognition. World Scientific (2002) 171-198
    • (2002) Hybrid Methods in Pattern Recognition , pp. 171-198
    • Ho, T.K.1
  • 5
    • 80053403826 scopus 로고    scopus 로고
    • Ensemble methods in machine learning
    • Kittler, J, Roli, F, eds, Multiple Classifier Systems. of
    • Dietterich, T.G.: Ensemble methods in machine learning. In Kittler, J., Roli, F., eds.: Multiple Classifier Systems. Volume 1857 of LNCS. (2000) 1-15
    • (2000) LNCS , vol.1857 , pp. 1-15
    • Dietterich, T.G.1
  • 6
    • 0037403516 scopus 로고    scopus 로고
    • Measures of diversity in classifier ensembles and their relationship with the ensemble accuracy
    • Kuncheva, L.I., Whitaker, C.J. : Measures of diversity in classifier ensembles and their relationship with the ensemble accuracy. Machine Learning 51 (2003) 181-207
    • (2003) Machine Learning , vol.51 , pp. 181-207
    • Kuncheva, L.I.1    Whitaker, C.J.2
  • 7
    • 35048862917 scopus 로고    scopus 로고
    • Kuncheva, L.: That elusive diversity in classifier ensembles. In López, F.J.P., Campilho, A.C., de la Blanca, N.P., Sanfeliu, A., eds.: IbPRIA. 2652 of LNCS., Springer (2003) 1126-1138
    • Kuncheva, L.: That elusive diversity in classifier ensembles. In López, F.J.P., Campilho, A.C., de la Blanca, N.P., Sanfeliu, A., eds.: IbPRIA. Volume 2652 of LNCS., Springer (2003) 1126-1138
  • 9
    • 85054435084 scopus 로고
    • Neural network ensembles, cross validation, and active learning
    • Tesauro, G, Touretzky, D.S, Leen, T.K, eds, MIT Press
    • Krogh, A., Vedelsby, J.: Neural network ensembles, cross validation, and active learning. In Tesauro, G., Touretzky, D.S., Leen, T.K., eds.: Advances in Neural Information Processing Systems. Volume 7., MIT Press (1995) 231-238
    • (1995) Advances in Neural Information Processing Systems , vol.7 , pp. 231-238
    • Krogh, A.1    Vedelsby, J.2
  • 10
    • 0001562581 scopus 로고    scopus 로고
    • Linear and order statistics combiners for pattern classification
    • Sharkey, A, ed, Springer-Verlag
    • Turner, K., Ghosh, J.: Linear and order statistics combiners for pattern classification. In Sharkey, A., ed.: Combining Artificial Neural Nets. Springer-Verlag (1999) 127-162
    • (1999) Combining Artificial Neural Nets , pp. 127-162
    • Turner, K.1    Ghosh, J.2
  • 11
    • 21244501361 scopus 로고    scopus 로고
    • A theoretical and experimental analysis of linear combiners and multiple classifier systems
    • Fumera, G., Roli, F.: A theoretical and experimental analysis of linear combiners and multiple classifier systems. IEEE Transactions on Pattern Analysis and Machine Intelligence 27(6) (2005) 942-956
    • (2005) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.27 , Issue.6 , pp. 942-956
    • Fumera, G.1    Roli, F.2
  • 12
    • 32044473249 scopus 로고    scopus 로고
    • Using diversity of errors for selecting members of a committee classifier
    • Aksela, M., Laaksonen, J.: Using diversity of errors for selecting members of a committee classifier. Pattern Recognition 39 (2006) 608-623
    • (2006) Pattern Recognition , vol.39 , pp. 608-623
    • Aksela, M.1    Laaksonen, J.2
  • 13
    • 37249057720 scopus 로고    scopus 로고
    • Refining multiple classifier system diversity
    • Technical report, Computer Science Department, University of Exeter, UK
    • Partridge, D., Krzanowski, W.: Refining multiple classifier system diversity. Technical report, Computer Science Department, University of Exeter, UK (2003)
    • (2003)
    • Partridge, D.1    Krzanowski, W.2
  • 15
    • 0036609602 scopus 로고    scopus 로고
    • Relationships between combination methods and measures of diversity in combining classifiers
    • Shipp, C., Kuncheva, L.: Relationships between combination methods and measures of diversity in combining classifiers. Information Fusion 3(2) (2002) 135-148
    • (2002) Information Fusion , vol.3 , Issue.2 , pp. 135-148
    • Shipp, C.1    Kuncheva, L.2
  • 16
    • 26444611852 scopus 로고    scopus 로고
    • Evaluation of diversity measures for binary classifier ensembles
    • Multiple Classifier Systems. of
    • Narasimhamurthy, A.: Evaluation of diversity measures for binary classifier ensembles. In: Multiple Classifier Systems. Volume 3541 of LNCS. (2005) 267-277
    • (2005) LNCS , vol.3541 , pp. 267-277
    • Narasimhamurthy, A.1
  • 18
    • 17444420350 scopus 로고    scopus 로고
    • Comparing rank and score combination methods for data fusion in information retrieval
    • Hsu, D.F., Taksa, I.: Comparing rank and score combination methods for data fusion in information retrieval. Information Retrieval 8(3) (2005) 449-480
    • (2005) Information Retrieval , vol.8 , Issue.3 , pp. 449-480
    • Hsu, D.F.1    Taksa, I.2
  • 20
    • 0036026248 scopus 로고    scopus 로고
    • A theoretical analysis of the majority voting errors for multiple classifier systems
    • Ruta, D., Gabrys, B.: A theoretical analysis of the majority voting errors for multiple classifier systems. Pattern Analysis and Applications 5 (2002) 333-350
    • (2002) Pattern Analysis and Applications , vol.5 , pp. 333-350
    • Ruta, D.1    Gabrys, B.2
  • 23
    • 0031238275 scopus 로고    scopus 로고
    • Application of majority voting to pattern recognition: An analysis of its behaviour and performance
    • Lam, L., Suen, C.Y.: Application of majority voting to pattern recognition: An analysis of its behaviour and performance. IEEE Transactions on Systems, Man, and Cybernetics 27(5) (1997) 533-568
    • (1997) IEEE Transactions on Systems, Man, and Cybernetics , vol.27 , Issue.5 , pp. 533-568
    • Lam, L.1    Suen, C.Y.2
  • 24
    • 84948152666 scopus 로고    scopus 로고
    • Using diversity in preparing ensembles of classifiers based on different feature subsets to minimize generalization error
    • European Conference on Machine Learning. of, Springer
    • Zenobi, G., Cunningham, P.: Using diversity in preparing ensembles of classifiers based on different feature subsets to minimize generalization error. In: European Conference on Machine Learning. Volume 2167 of LNCS., Springer (2001) 576-587
    • (2001) LNCS , vol.2167 , pp. 576-587
    • Zenobi, G.1    Cunningham, P.2
  • 25
    • 30144441888 scopus 로고    scopus 로고
    • Theoretical bounds of majority voting performance for a binary classification problem
    • Narasimhamurthy, A.: Theoretical bounds of majority voting performance for a binary classification problem. IEEE Transactions on Pattern Analysis and Machine Intelligence 27(12) (2005) 1988-1995
    • (2005) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.27 , Issue.12 , pp. 1988-1995
    • Narasimhamurthy, A.1
  • 28
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L.: Random forests. Machine Learning 45 (2001) 5-32
    • (2001) Machine Learning , vol.45 , pp. 5-32
    • Breiman, L.1
  • 32
    • 0346786584 scopus 로고    scopus 로고
    • Arcing classifiers
    • Breiman, L.: Arcing classifiers. The Annals of Statistics 26(3) (1998) 801-849
    • (1998) The Annals of Statistics , vol.26 , Issue.3 , pp. 801-849
    • Breiman, L.1
  • 34
    • 37249031817 scopus 로고    scopus 로고
    • On the diversity-performance relationship for plurality voting and disagreement diversity in classifier ensembles
    • manuscript
    • Chung, Y.S., Hsu, D.F., Tang, C.Y.: On the diversity-performance relationship for plurality voting and disagreement diversity in classifier ensembles. (2006) manuscript.
    • (2006)
    • Chung, Y.S.1    Hsu, D.F.2    Tang, C.Y.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.