메뉴 건너뛰기




Volumn 6713 LNCS, Issue , 2011, Pages 76-85

Ensembles of decision trees for imbalanced data

Author keywords

Bagging; Boosting; Decision Trees; Imbalanced data; Random Subspaces; Rotation Forest

Indexed keywords

BAGGING; BASE CLASSIFIERS; BOOSTING; DECISION TREE METHOD; ENSEMBLE METHODS; IMBALANCED DATA; IMBALANCED DATA-SETS; OVER SAMPLING; RANDOM SUBSPACES; UNDER-SAMPLING;

EID: 80053033763     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-21557-5_10     Document Type: Conference Paper
Times cited : (5)

References (26)
  • 2
    • 56049126929 scopus 로고    scopus 로고
    • Learning decision trees for unbalanced data
    • Daelemans, W., Goethals, B., Morik, K. (eds.) ECML PKDD 2008, Part I. Springer, Heidelberg
    • Cieslak, D., Chawla, N.: Learning decision trees for unbalanced data. In: Daelemans, W., Goethals, B., Morik, K. (eds.) ECML PKDD 2008, Part I. LNCS (LNAI), vol. 5211, pp. 241-256. Springer, Heidelberg (2008)
    • (2008) LNCS (LNAI) , vol.5211 , pp. 241-256
    • Cieslak, D.1    Chawla, N.2
  • 4
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • Breiman, L.: Bagging predictors. Machine Learning 24, 123-140 (1996)
    • (1996) Machine Learning , vol.24 , pp. 123-140
    • Breiman, L.1
  • 9
    • 79956326532 scopus 로고    scopus 로고
    • Generating Diverse Ensembles to Counter the Problem of Class Imbalance
    • Zaki, M.J., Yu, J.X., Ravindran, B., Pudi, V. (eds.) PAKDD 2010. Springer, Heidelberg
    • Hoens, T., Chawla, N.: Generating Diverse Ensembles to Counter the Problem of Class Imbalance. In: Zaki, M.J., Yu, J.X., Ravindran, B., Pudi, V. (eds.) PAKDD 2010. LNCS, vol. 6119, pp. 488-499. Springer, Heidelberg (2010)
    • (2010) LNCS , vol.6119 , pp. 488-499
    • Hoens, T.1    Chawla, N.2
  • 10
    • 1942421135 scopus 로고    scopus 로고
    • The geometry of ROC space: Understanding machine learning metrics through ROC isometrics
    • AAAI Press, Menlo Park
    • Flach, P.: The geometry of ROC space: understanding machine learning metrics through ROC isometrics. In: Proc. 20th International Conference on Machine Learning (ICML 2003), pp. 194-201. AAAI Press, Menlo Park (2003)
    • (2003) Proc. 20th International Conference on Machine Learning (ICML 2003) , pp. 194-201
    • Flach, P.1
  • 11
    • 50549101751 scopus 로고    scopus 로고
    • Automatically countering imbalance and its empirical relationship to cost
    • Chawla, N., Cieslak, D., Hall, L., Joshi, A.: Automatically countering imbalance and its empirical relationship to cost. Data Mining and Knowledge Discovery 17, 225-252 (2008)
    • (2008) Data Mining and Knowledge Discovery , vol.17 , pp. 225-252
    • Chawla, N.1    Cieslak, D.2    Hall, L.3    Joshi, A.4
  • 13
    • 0031211090 scopus 로고    scopus 로고
    • A decision-theoretic generalization of on-line learning and an application to boosting
    • Freund, Y., Schapire, R.E.: A decision-theoretic generalization of on-line learning and an application to boosting. Journal of Computer and System Sciences 55, 119-139 (1997)
    • (1997) Journal of Computer and System Sciences , vol.55 , pp. 119-139
    • Freund, Y.1    Schapire, R.E.2
  • 14
    • 0034164230 scopus 로고    scopus 로고
    • Additive logistic regression: A statistical view of boosting
    • Friedman, J., Hastie, T., Tibshirani, R.: Additive logistic regression: a statistical view of boosting. Annals of Statistics 95, 337-407 (2000)
    • (2000) Annals of Statistics , vol.95 , pp. 337-407
    • Friedman, J.1    Hastie, T.2    Tibshirani, R.3
  • 15
    • 0034247206 scopus 로고    scopus 로고
    • Multiboosting: A technique for combining boosting and wagging
    • Webb, G.I.: Multiboosting: A technique for combining boosting and wagging. Machine Learning 40, 159-196 (2000)
    • (2000) Machine Learning , vol.40 , pp. 159-196
    • Webb, G.I.1
  • 18
    • 37249046891 scopus 로고    scopus 로고
    • An experimental study on rotation forest ensembles
    • Haindl, M., Kittler, J., Roli, F. (eds.) MCS 2007. Springer, Heidelberg
    • Kuncheva, L.I., Rodríguez, J.J.: An experimental study on rotation forest ensembles. In: Haindl, M., Kittler, J., Roli, F. (eds.) MCS 2007. LNCS, vol. 4472, pp. 459-468. Springer, Heidelberg (2007)
    • (2007) LNCS , vol.4472 , pp. 459-468
    • Kuncheva, L.I.1    Rodríguez, J.J.2
  • 24
    • 8344282137 scopus 로고
    • C4.5: Programs for Machine Learning
    • Morgan Kaufmann, San Mateo
    • Quinlan, J.R.: C4.5: Programs for Machine Learning. Machine Learning. Morgan Kaufmann, San Mateo (1993)
    • (1993) Machine Learning
    • Quinlan, J.R.1
  • 25
    • 29644438050 scopus 로고    scopus 로고
    • Statistical comparisons of classifiers over multiple data sets
    • Demšar, J.: Statistical comparisons of classifiers over multiple data sets. Journal of Machine Learning Research 7, 1-30 (2006)
    • (2006) Journal of Machine Learning Research , vol.7 , pp. 1-30
    • Demšar, J.1
  • 26
    • 33646023117 scopus 로고    scopus 로고
    • An introduction to ROC analysis
    • Fawcett, T.: An introduction to ROC analysis. Pattern Recognition Letters 27, 861-874 (2006)
    • (2006) Pattern Recognition Letters , vol.27 , pp. 861-874
    • Fawcett, T.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.