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Volumn 5828 LNAI, Issue , 2009, Pages 234-247

Cost-sensitive boosting: Fitting an additive asymmetric logistic regression model

Author keywords

Boosting; Cost Sensitive Boosting; Logistic Regression

Indexed keywords

ADABOOST; BOOSTING ALGORITHM; CONVENTIONAL MACHINES; COST-SENSITIVE; COST-SENSITIVE CLASSIFICATION; EMPIRICAL RESULTS; FACE DETECTION; GENTLE ADABOOST; LEARNING FRAMEWORKS; LOGISTIC REGRESSION MODELS; LOGISTIC REGRESSIONS; LOGITBOOST; MISCLASSIFICATION COSTS; MISCLASSIFICATION ERROR; OBJECT DETECTION; ORIGINAL ALGORITHMS;

EID: 70549086990     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-05224-8_19     Document Type: Conference Paper
Times cited : (4)

References (14)
  • 1
    • 0031211090 scopus 로고    scopus 로고
    • A Decision-Theoretic Generalization of on-Line Learning and an Application on Boosting
    • Freund, Y., Schapire, R.E.: A Decision-Theoretic Generalization of on-Line Learning and an Application on Boosting. Journal of Computer and System Sciences 55(1), 119-139 (1997)
    • (1997) Journal of Computer and System Sciences , vol.55 , Issue.1 , pp. 119-139
    • Freund, Y.1    Schapire, R.E.2
  • 2
    • 0033281701 scopus 로고    scopus 로고
    • Improved Boosting Algorithms Using Confidence-Rated Predictions
    • Schapire, R.E., Singer, Y.: Improved Boosting Algorithms Using Confidence-Rated Predictions. Journal of Machine Learning 37(3), 297-336 (1999)
    • (1999) Journal of Machine Learning , vol.37 , Issue.3 , pp. 297-336
    • Schapire, R.E.1    Singer, Y.2
  • 4
    • 0032280519 scopus 로고    scopus 로고
    • Boosting the Margin: A New Explanation for the Effectiveness of Voting Methods
    • Schapire, R.E., Freund, Y., Bartlett, P., Lee, W.: Boosting the Margin: a New Explanation for the Effectiveness of Voting Methods. The Annals of Statistics 26(5), 1651-1686 (1998)
    • (1998) The Annals of Statistics , vol.26 , Issue.5 , pp. 1651-1686
    • Schapire, R.E.1    Freund, Y.2    Bartlett, P.3    Lee, W.4
  • 5
    • 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. The Annals of Statistics 28(2), 337-407 (2000)
    • (2000) The Annals of Statistics , vol.28 , Issue.2 , pp. 337-407
    • Friedman, J.1    Hastie, T.2    Tibshirani, R.3
  • 6
    • 0013316935 scopus 로고    scopus 로고
    • Adacost: Misclassification Cost-Sensitive Boosting
    • Fan, W., Stolfo, S.J., Zhang, J., Chan, P.K.: Adacost: Misclassification Cost-Sensitive Boosting. In: ICML, pp. 97-105 (1999)
    • (1999) ICML , pp. 97-105
    • Fan, W.1    Stolfo, S.J.2    Zhang, J.3    Chan, P.K.4
  • 7
    • 0002804620 scopus 로고    scopus 로고
    • A Comparative Study of Cost-Sensitive Boosting Algorithms
    • Ting, K.M.: A Comparative Study of Cost-Sensitive Boosting Algorithms. In: ICML, pp. 983-990 (2000)
    • (2000) ICML , pp. 983-990
    • Ting, K.M.1
  • 8
    • 34547673383 scopus 로고    scopus 로고
    • Cost-Sensitive Boosting for Classification of Imbalanced Data
    • Sun, Y., Kamel, M.S., Wong, A.K.C., Wang, Y.: Cost-Sensitive Boosting for Classification of Imbalanced Data. Pattern Recognition 40(12), 3358-3378 (2007)
    • (2007) Pattern Recognition , vol.40 , Issue.12 , pp. 3358-3378
    • Sun, Y.1    Kamel, M.S.2    Wong, A.K.C.3    Wang, Y.4
  • 10
    • 2442516613 scopus 로고    scopus 로고
    • Fast and Robust Classification Using Asymmetric AdaBoost and a Detector Cascade
    • Viola, P., Jones, M.: Fast and Robust Classification Using Asymmetric AdaBoost and a Detector Cascade. In: Neural Information Processing Systems, pp. 1311-1318 (2001)
    • (2001) Neural Information Processing Systems , pp. 1311-1318
    • Viola, P.1    Jones, M.2
  • 11
    • 35248892096 scopus 로고    scopus 로고
    • Lienhart, R., Kuranov, A., Pisarevsky, V.: Empirical Analysis of Detection Cascades of Boosted Classifiers for Rapid Object Detection. In: Michaelis, B., Krell, G. (eds.) DAGM 2003. LNCS, 2781, pp. 297-304. Springer, Heidelberg (2003)
    • Lienhart, R., Kuranov, A., Pisarevsky, V.: Empirical Analysis of Detection Cascades of Boosted Classifiers for Rapid Object Detection. In: Michaelis, B., Krell, G. (eds.) DAGM 2003. LNCS, vol. 2781, pp. 297-304. Springer, Heidelberg (2003)
  • 12
    • 34948876368 scopus 로고    scopus 로고
    • Human Detection via Classification on Riemannian Manifolds
    • Tuzel, O., Porikli, F., Meer, P.: Human Detection via Classification on Riemannian Manifolds. In: CVPR, pp. 1-8 (2007)
    • (2007) CVPR , pp. 1-8
    • Tuzel, O.1    Porikli, F.2    Meer, P.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.