메뉴 건너뛰기




Volumn 245, Issue , 2009, Pages 1-13

An ensemble pruning primer

Author keywords

[No Author keywords available]

Indexed keywords


EID: 70350220351     PISSN: 1860949X     EISSN: None     Source Type: Book Series    
DOI: 10.1007/978-3-642-03999-7_1     Document Type: Conference Paper
Times cited : (134)

References (36)
  • 1
    • 0037337904 scopus 로고    scopus 로고
    • Clustering ensembles of neural network models
    • Bakker, B., Heskes, T.: Clustering ensembles of neural network models. Neural Networks 16(2), 261-269 (2003)
    • (2003) Neural Networks , vol.16 , Issue.2 , pp. 261-269
    • Bakker, B.1    Heskes, T.2
  • 3
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • Breiman, L.: Bagging predictors. Mach. Learn. 24(2), 123-140 (1996)
    • (1996) Mach. Learn , vol.24 , Issue.2 , pp. 123-140
    • Breiman, L.1
  • 5
    • 0031361611 scopus 로고    scopus 로고
    • MacFine-learning research: Four current directions
    • Dietterich, T.G.: MacFine-learning research: four current directions. AI Magazine 18(4), 97-136 (1997)
    • (1997) AI Magazine , vol.18 , Issue.4 , pp. 97-136
    • Dietterich, T.G.1
  • 6
    • 80053403826 scopus 로고    scopus 로고
    • Dietterich, T.G.: Ensemble methods in machine learning. In: Kittler, J., Roli, F. (eds.) MCS 2000. LNCS, 1857, pp. 1-15. Springer, Heidelberg (2000)
    • Dietterich, T.G.: Ensemble methods in machine learning. In: Kittler, J., Roli, F. (eds.) MCS 2000. LNCS, vol. 1857, pp. 1-15. Springer, Heidelberg (2000)
  • 7
    • 0036931834 scopus 로고    scopus 로고
    • Pruning and dynamic scheduling of cost-sensitive ensembles
    • Edmonton, AB, Canada, pp, AAAI, Menlo Park
    • Fan, W., Chu, F., Wang, H., Yu, P.S.: Pruning and dynamic scheduling of cost-sensitive ensembles. In: Proc. 18th Natl. Conf. Artif. Intell., Edmonton, AB, Canada, pp. 146-151. AAAI, Menlo Park (2002)
    • (2002) Proc. 18th Natl. Conf. Artif. Intell , pp. 146-151
    • Fan, W.1    Chu, F.2    Wang, H.3    Yu, P.S.4
  • 8
    • 19044388523 scopus 로고    scopus 로고
    • Clustering-based selective neural network ensemble
    • Fu, Q., Hu, S.-X., Zhao, S.Y.: Clustering-based selective neural network ensemble. J. Zhejiang University Science 6A(5), 387-392 (2005)
    • (2005) J. Zhejiang University Science , vol.6 A , Issue.5 , pp. 387-392
    • Fu, Q.1    Hu, S.-X.2    Zhao, S.Y.3
  • 9
    • 0342838353 scopus 로고    scopus 로고
    • Design of effective multiple classifier systems by clustering of classifiers
    • Barcelona, Spain, pp
    • Giacinto, G., Roli, F., Fumera, G.: Design of effective multiple classifier systems by clustering of classifiers. In: Proc. 15th Int. Conf. Pattern Recogn., Barcelona, Spain, pp. 160-163 (2000)
    • (2000) Proc. 15th Int. Conf. Pattern Recogn , pp. 160-163
    • Giacinto, G.1    Roli, F.2    Fumera, G.3
  • 11
    • 0000210329 scopus 로고
    • Constrained simultaneous confidence intervals for multiple comparisons with the best
    • Hsu, J.C.: Constrained simultaneous confidence intervals for multiple comparisons with the best. Annals of Statistics 12(3), 1136-1144 (1984)
    • (1984) Annals of Statistics , vol.12 , Issue.3 , pp. 1136-1144
    • Hsu, J.C.1
  • 14
    • 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. Mach. Learn. 51(2), 181-207 (2003)
    • (2003) Mach. Learn , vol.51 , Issue.2 , pp. 181-207
    • Kuncheva, L.I.1    Whitaker, C.J.2
  • 15
    • 0034875216 scopus 로고    scopus 로고
    • The effective pruning of neural network classifiers
    • Washington, DC, pp, IEEE Comp. Soc, Los Alamitos
    • Lazarevic, A., Obradovic, Z.: The effective pruning of neural network classifiers. In: Proc. 2001 IEEE/INNS Int. Joint Conf. Neural Networks, Washington, DC, pp. 796-801. IEEE Comp. Soc., Los Alamitos (2001)
    • (2001) Proc. 2001 IEEE/INNS Int. Joint Conf. Neural Networks , pp. 796-801
    • Lazarevic, A.1    Obradovic, Z.2
  • 16
    • 0002289220 scopus 로고    scopus 로고
    • Pruning adaptive boosting
    • Fisher, D.H, ed, Nashville, TN, pp, Morgan Kaufmann, San Francisco
    • Margineantu, D., Dietterich, T.: Pruning adaptive boosting. In: Fisher, D.H. (ed.) Proc. 14th Int. Conf. Mach. Learn., Nashville, TN, pp. 211-218. Morgan Kaufmann, San Francisco (1997)
    • (1997) Proc. 14th Int. Conf. Mach. Learn , pp. 211-218
    • Margineantu, D.1    Dietterich, T.2
  • 18
    • 33749247099 scopus 로고    scopus 로고
    • Pruning in ordered bagging ensembles
    • Cohen, W.W, Moore, A, eds, Pittsburgh, PA, pp, ACM, New York
    • Martínez-Muñoz, G., Suárez, A.: Pruning in ordered bagging ensembles. In: Cohen, W.W., Moore, A. (eds.) Proc. 23rd Int. Conf. Mach. Learn., Pittsburgh, PA, pp. 609-616. ACM, New York (2006)
    • (2006) Proc. 23rd Int. Conf. Mach. Learn , pp. 609-616
    • Martínez-Muñoz, G.1    Suárez, A.2
  • 19
    • 33750460241 scopus 로고    scopus 로고
    • Using boosting to prune bagging ensembles
    • Martínez-Muñoz, G., Suárez, A.: Using boosting to prune bagging ensembles. Pattern Recogn. Lett. 28(1), 156-165 (2007)
    • (2007) Pattern Recogn. Lett , vol.28 , Issue.1 , pp. 156-165
    • Martínez-Muñoz, G.1    Suárez, A.2
  • 21
    • 85052001384 scopus 로고    scopus 로고
    • Focused ensemble selection: A diversity method for greedy ensemble selection
    • Ghallab, M, Spyropoulos, C.D, Fakotakis, N, Avouris, N.M, eds, Patras, Greece, pp, IOS Press, Amsterdam
    • Partalas, I., TsoumakaA, G., Vlahavas, I.: Focused ensemble selection: a diversity method for greedy ensemble selection. In: Ghallab, M., Spyropoulos, C.D., Fakotakis, N., Avouris, N.M. (eds.) Proc. 18th European Conf. Artif. Intell., Patras, Greece, pp. 117-121. IOS Press, Amsterdam (2008)
    • (2008) Proc. 18th European Conf. Artif. Intell , pp. 117-121
    • Partalas, I.1    TsoumakaA, G.2    Vlahavas, I.3
  • 22
    • 61849098236 scopus 로고    scopus 로고
    • Pruning an ensemble of classifiers via reinforcement learning
    • in press
    • Partalas, I., Tsoumakas, G., Vlahavas, I.: Pruning an ensemble of classifiers via reinforcement learning. Neurocomputing (in press, 2009)
    • (2009) Neurocomputing
    • Partalas, I.1    Tsoumakas, G.2    Vlahavas, I.3
  • 24
    • 0030585190 scopus 로고    scopus 로고
    • Engineering multiversion neural-net systems
    • Partridge, D., Yates, W.B.: Engineering multiversion neural-net systems. Neural Computation 8(4), 869-893 (1996)
    • (1996) Neural Computation , vol.8 , Issue.4 , pp. 869-893
    • Partridge, D.1    Yates, W.B.2
  • 25
    • 0025448521 scopus 로고
    • The strength of weak learnability
    • Schapire, R.E.: The strength of weak learnability. Mach. Learn. 5(2), 197-227 (1990)
    • (1990) Mach. Learn , vol.5 , Issue.2 , pp. 197-227
    • Schapire, R.E.1
  • 26
    • 0016209922 scopus 로고
    • A cluster analysis method for grouping means in the analysis of variance
    • Scott, A.J., Knott, M.: A cluster analysis method for grouping means in the analysis of variance. Biometrics 30, 507-512 (1974)
    • (1974) Biometrics , vol.30 , pp. 507-512
    • Scott, A.J.1    Knott, M.2
  • 27
    • 33749018252 scopus 로고    scopus 로고
    • An analysis of diversity measures
    • Tang, E.K., Suganthan, P.N., Yao, X.: An analysis of diversity measures. Mach. Learn. 65(1), 247-271 (2006)
    • (2006) Mach. Learn , vol.65 , Issue.1 , pp. 247-271
    • Tang, E.K.1    Suganthan, P.N.2    Yao, X.3
  • 28
    • 22944467518 scopus 로고    scopus 로고
    • Tsoumakas, G., Katakis, I., Vlahavas, I.: Effective voting of heterogeneous classifiers. In: Boulicaut, J.-F., Esposito, F., Giannotti, F., Pedreschi, D. (eds.) ECML 2004. LNCS (LNAI), 3201, pp. 465-476. Springer, Heidelberg (2004)
    • Tsoumakas, G., Katakis, I., Vlahavas, I.: Effective voting of heterogeneous classifiers. In: Boulicaut, J.-F., Esposito, F., Giannotti, F., Pedreschi, D. (eds.) ECML 2004. LNCS (LNAI), vol. 3201, pp. 465-476. Springer, Heidelberg (2004)
  • 29
    • 27944435917 scopus 로고    scopus 로고
    • Selective fusion of heterogeneous classifiers. Intell
    • Tsoumakas, G., Angelis, l., Vlahavas, I.: Selective fusion of heterogeneous classifiers. Intell. Data Analysis 9(6), 511-525 (2005)
    • (2005) Data Analysis , vol.9 , Issue.6 , pp. 511-525
    • Tsoumakas, G.1    Angelis, L.2    Vlahavas, I.3
  • 30
    • 0003729242 scopus 로고
    • The problem of multiple comparisons
    • Unpublished manuscript
    • Tukey, J.W.: The problem of multiple comparisons. Unpublished manuscript (1953)
    • (1953)
    • Tukey, J.W.1
  • 31
    • 34249833101 scopus 로고
    • Q-learning
    • Watkins, C.J., Dayan, P.: Q-learning. Mach. Learn. 8(3-4), 279-292 (1992)
    • (1992) Mach. Learn , vol.8 , Issue.3-4 , pp. 279-292
    • Watkins, C.J.1    Dayan, P.2
  • 32
    • 0026692226 scopus 로고
    • Stacked generalization
    • Wolpert, D.H.: Stacked generalization. Neural Networks 5(2), 241-259 (1992)
    • (1992) Neural Networks , vol.5 , Issue.2 , pp. 241-259
    • Wolpert, D.H.1
  • 33
    • 33745585371 scopus 로고    scopus 로고
    • Yang, Y., Korb, K., Ting, K., Webb, G.: Ensemble selection for superparent-onedependence estimators. In: Zhang, S., Jarvis, R.A. (eds.) AI 2005. LNCS (LNAI), 3809, pp. 102-112. Springer, Heidelberg (2005)
    • Yang, Y., Korb, K., Ting, K., Webb, G.: Ensemble selection for superparent-onedependence estimators. In: Zhang, S., Jarvis, R.A. (eds.) AI 2005. LNCS (LNAI), vol. 3809, pp. 102-112. Springer, Heidelberg (2005)
  • 34
    • 35648962940 scopus 로고    scopus 로고
    • To select oA to weigh: A comparative study of linear combination schemes for superparent-onedependence estimators
    • Yang, Y., Webb, G.I., Cerquides, J., Korb, K.B., Boughton, J., Ting, K.M.: To select oA to weigh: a comparative study of linear combination schemes for superparent-onedependence estimators. IEEE Trans. Knowl. Data Engin. 19(12), 1652-1665 (2007)
    • (2007) IEEE Trans. Knowl. Data Engin , vol.19 , Issue.12 , pp. 1652-1665
    • Yang, Y.1    Webb, G.I.2    Cerquides, J.3    Korb, K.B.4    Boughton, J.5    Ting, K.M.6
  • 35
    • 33745794076 scopus 로고    scopus 로고
    • Ensemble pruning via semi-definite programming
    • Zhang, Y., Burer, S., Street, W.N.: Ensemble pruning via semi-definite programming. J. Mach. Learn. Res. 7, 1315-1338 (2006)
    • (2006) J. Mach. Learn. Res , vol.7 , pp. 1315-1338
    • Zhang, Y.1    Burer, S.2    Street, W.N.3
  • 36
    • 8344279588 scopus 로고    scopus 로고
    • Zhou, Z.H., Tang, W.: Selective ensemble of decision trees. In: Wang, G., Liu, Q., Yao, Y., Skowron, A. (eds.) RSFDGrC 2003. LNCS (LNAI), 2639, pp. 476-483. Springer, Heidelberg (2003)
    • Zhou, Z.H., Tang, W.: Selective ensemble of decision trees. In: Wang, G., Liu, Q., Yao, Y., Skowron, A. (eds.) RSFDGrC 2003. LNCS (LNAI), vol. 2639, pp. 476-483. Springer, Heidelberg (2003)


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.