메뉴 건너뛰기




Volumn 13, Issue 3, 2012, Pages 207-213

A measure of competence based on random classification for dynamic ensemble selection

Author keywords

Competence measure; Dynamic ensemble selection; Multiple classifier system; Random classification

Indexed keywords

CLASSIFICATION ACCURACY; CLASSIFICATION SYSTEM; CLASSIFIER ENSEMBLES; COMPETENCE MEASURE; DATA SETS; DYNAMIC ENSEMBLE; DYNAMIC ENSEMBLE SELECTION; MAJORITY VOTING RULES; MULTIPLE CLASSIFIER SYSTEMS; TEST EXAMPLES; UCI MACHINE LEARNING REPOSITORY;

EID: 84858073995     PISSN: 15662535     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.inffus.2011.03.007     Document Type: Article
Times cited : (116)

References (43)
  • 4
    • 33845506212 scopus 로고    scopus 로고
    • Investigating the influence of the choice of the ensemble members in accuracy and diversity of selection-based and fusion-based methods for ensembles
    • DOI 10.1016/j.patrec.2006.09.001, PII S0167865506002339
    • A.M.P. Canuto, M.C.C. Abreu, L.M. Oliveira, J.C. Xavier Jr., and A.M. Santos Investigating the influence of the choice of the ensemble members in accuracy and diversity of selection-based and fusion-based methods for ensembles Pattern Recognition Letters 28 4 2007 472 486 (Pubitemid 44918135)
    • (2007) Pattern Recognition Letters , vol.28 , Issue.4 , pp. 472-486
    • Canuto, A.M.P.1    Abreu, M.C.C.2    De Melo Oliveira, L.3    Xavier Jr., J.C.4    Santos, A.D.M.5
  • 5
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • L. Breiman Bagging predictors Machine Learning 24 2 1996 123 140 (Pubitemid 126724382)
    • (1996) Machine Learning , vol.24 , Issue.2 , pp. 123-140
    • Breiman, L.1
  • 6
    • 0031211090 scopus 로고    scopus 로고
    • A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting
    • Y. Freund, and R.E. Schapire A decision-theoretic generalization of on-line learning and an application to boosting Journal of Computer and System Sciences 55 1 1997 119 139 (Pubitemid 127433398)
    • (1997) Journal of Computer and System Sciences , vol.55 , Issue.1 , pp. 119-139
    • Freund, Y.1    Schapire, R.E.2
  • 7
  • 10
    • 10444224737 scopus 로고    scopus 로고
    • Classifier selection for majority voting
    • D. Ruta, and B. Gabrys Classifier selection for majority voting Information Fusion 6 1 2005 63 81
    • (2005) Information Fusion , vol.6 , Issue.1 , pp. 63-81
    • Ruta, D.1    Gabrys, B.2
  • 13
    • 11144281845 scopus 로고    scopus 로고
    • Aggregation ordering in bagging
    • 411-151, Proceedings of the IASTED International Conference on Artificial Intelligence and Applications (as part of the 22nd IASTED International Multi-Conference on Applied Informatics)
    • G. Martinez-Munoz, A. Suarez, Aggregation ordering in bagging, in: Proceedings of the IASTED International Conference on Artificial Intelligence and Applications, 2004, pp. 258-263. (Pubitemid 40027393)
    • (2004) Proceedings of the IASTED International Conference. Applied Informatics , pp. 258-263
    • Martinez-Munoz, G.1    Suarez, A.2
  • 15
    • 61849098236 scopus 로고    scopus 로고
    • Pruning an ensemble of classifiers via reinforcement learning
    • I. Partalas, G. Tsoumakas, and I. Vlahavas Pruning an ensemble of classifiers via reinforcement learning Neurocomputing 72 7-9 2009 1900 1909
    • (2009) Neurocomputing , vol.72 , Issue.79 , pp. 1900-1909
    • Partalas, I.1    Tsoumakas, G.2    Vlahavas, I.3
  • 16
    • 0036567392 scopus 로고    scopus 로고
    • Ensembling neural networks: Many could be better than all
    • DOI 10.1016/S0004-3702(02)00190-X, PII S000437020200190X
    • Z.-H. Zhou, J. Wu, and W. Tang Ensembling neural networks: many could be better than all Artificial Intelligence 137 1-2 2002 239 263 (Pubitemid 34405220)
    • (2002) Artificial Intelligence , vol.137 , Issue.1-2 , pp. 239-263
    • Zhou, Z.-H.1    Wu, J.2    Tang, W.3
  • 17
    • 33745794076 scopus 로고    scopus 로고
    • Ensemble pruning via semi-definite programming
    • DOI 10.1016/j.jasms.2006.06.007
    • Y. Zhang, S. Burer, and W.N. Street Ensemble pruning via semi-definite programming Journal of Machine Learning Research 7 2006 1315 1338 (Pubitemid 44024598)
    • (2006) Journal of Machine Learning Research , vol.7 , pp. 1315-1338
    • Zhang, Y.1    Burer, S.2    Street, W.N.3
  • 19
    • 0035457787 scopus 로고    scopus 로고
    • Multiple classifiers combination by clustering and selection
    • DOI 10.1016/S1566-2535(01)00033-1, PII S1566253501000331
    • R. Liu, and B. Yuan Multiple classifiers combination by clustering and selection Information Fusion 2 3 2001 163 168 (Pubitemid 33396498)
    • (2001) Information Fusion , vol.2 , Issue.3 , pp. 163-168
    • Liu, R.1    Yuan, B.2
  • 20
    • 0018465664 scopus 로고
    • A composite classifier system design: Concepts and methodology
    • B.V. Dasarathy, and B.V. Sheela A composite classifier system design: concepts and methodology Proceedings of the IEEE 67 5 1979 708 713
    • (1979) Proceedings of the IEEE , vol.67 , Issue.5 , pp. 708-713
    • Dasarathy, B.V.1    Sheela, B.V.2
  • 22
    • 84994037050 scopus 로고    scopus 로고
    • Dynamic classifier selection based on multiple classifier behaviour
    • G. Giacinto, and F. Roli Dynamic classifier selection based on multiple classifier behaviour Pattern Recognition 34 2001 1879 1881
    • (2001) Pattern Recognition , vol.34 , pp. 1879-1881
    • Giacinto, G.1    Roli, F.2
  • 23
    • 24044449939 scopus 로고    scopus 로고
    • A study on the performances of dynamic classifier selection based on local accuracy estimation
    • DOI 10.1016/j.patcog.2005.02.010, PII S0031320305000956
    • L. Didaci, G. Giacinto, F. Roli, and G.L. Marcialis A study on the performances of dynamic classifier selection based on local accuracy estimation Pattern Recognition 38 2005 2188 2191 (Pubitemid 41214654)
    • (2005) Pattern Recognition , vol.38 , Issue.11 , pp. 2188-2191
    • Didaci, L.1    Giacinto, G.2    Roli, F.3    Marcialis, G.L.4
  • 24
    • 38349135448 scopus 로고    scopus 로고
    • From dynamic classifier selection to dynamic ensemble selection
    • A.H.R. Ko, R. Sabourin, and A.S. Britto Jr. From dynamic classifier selection to dynamic ensemble selection Pattern Recognition 41 5 2008 1718 1731
    • (2008) Pattern Recognition , vol.41 , Issue.5 , pp. 1718-1731
    • Ko, A.H.R.1    Sabourin, R.2    Britto, Jr.A.S.3
  • 27
    • 45549107002 scopus 로고    scopus 로고
    • A dynamic overproduce-and-choose strategy for the selection of classifier ensembles
    • E.M.D. Santos, R. Sabourin, and P. Maupin A dynamic overproduce-and- choose strategy for the selection of classifier ensembles Pattern Recognition 41 10 2008 2993 3009
    • (2008) Pattern Recognition , vol.41 , Issue.10 , pp. 2993-3009
    • Santos, E.M.D.1    Sabourin, R.2    Maupin, P.3
  • 28
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • DOI 10.1023/A:1010933404324
    • L. Breiman Random forests Machine Learning 45 1 2001 5 32 (Pubitemid 32933532)
    • (2001) Machine Learning , vol.45 , Issue.1 , pp. 5-32
    • Breiman, L.1
  • 30
    • 0036543957 scopus 로고    scopus 로고
    • Multiple classifier systems for supervised remote sensing image classification based on dynamic classifier selection
    • DOI 10.1109/TGRS.2002.1006354, PII S0196289202046028
    • P.C. Smits Multiple classifier systems for supervised remote sensing image classification based on dynamics classifier selection IEEE Transactions on Geoscience and Remote Sensing 40 4 2002 801 813 (Pubitemid 34741654)
    • (2002) IEEE Transactions on Geoscience and Remote Sensing , vol.40 , Issue.4 , pp. 801-813
    • Smits, P.C.1
  • 34
    • 0035603046 scopus 로고    scopus 로고
    • Epistemic democracy: Generalizing the Condorcet Jury Theorem
    • C. List, and R.E. Goodin Epistemic democracy: generalizing the Condorcet Jury Theorem Journal of Political Philosophy 9 3 2001 277 306
    • (2001) Journal of Political Philosophy , vol.9 , Issue.3 , pp. 277-306
    • List, C.1    Goodin, R.E.2
  • 38
    • 29644438050 scopus 로고    scopus 로고
    • Statistical comparisons of classifiers over multiple data sets
    • J. Demsar Statistical comparison of classifiers over multiple data sets Journal of Machine Learning Research 7 2006 1 30 (Pubitemid 43022939)
    • (2006) Journal of Machine Learning Research , vol.7 , pp. 1-30
    • Demsar, J.1
  • 39
    • 0033570831 scopus 로고    scopus 로고
    • Combined 5x2cv F test for comparing supervised classification learning algorithms
    • E. Alpaydin Combined 5x2cv F test for comparing supervised classification learning algorithms Neural Computation 11 8 1999 1885 1992
    • (1999) Neural Computation , vol.11 , Issue.8 , pp. 1885-1992
    • Alpaydin, E.1
  • 40
    • 67349239359 scopus 로고    scopus 로고
    • Human identification by quantifying similarity and dissimilarity in electrocardiogram phase space
    • S.-C. Fang, and H.-L. Chan Human identification by quantifying similarity and dissimilarity in electrocardiogram phase space Pattern Recognition 42 9 2009 1824 1831
    • (2009) Pattern Recognition , vol.42 , Issue.9 , pp. 1824-1831
    • Fang, S.-C.1    Chan, H.-L.2
  • 43
    • 77952410035 scopus 로고    scopus 로고
    • A signature dissimilarity measure for trabecular bone texture in knee radiographs
    • T. Woloszynski, P. Podsiadlo, G.W. Stachowiak, and M. Kurzynski A signature dissimilarity measure for trabecular bone texture in knee radiographs Medical Physics 37 5 2010 2030 2042
    • (2010) Medical Physics , vol.37 , Issue.5 , pp. 2030-2042
    • Woloszynski, T.1    Podsiadlo, P.2    Stachowiak, G.W.3    Kurzynski, M.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.