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Volumn , Issue , 2010, Pages 2997-3000

An incremental learning algorithm for non-stationary environments and class imbalance

Author keywords

Class imbalance; Multiple classifier systems; Nonstationary environments

Indexed keywords

CLASS IMBALANCE; COMPUTATIONAL INTELLIGENCE; INCREMENTAL LEARNING; LEARN++; MULTIPLE CLASSIFIER SYSTEMS; NEW MEMBERS; NON-STATIONARY ENVIRONMENT; OVER SAMPLING;

EID: 78149483725     PISSN: 10514651     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICPR.2010.734     Document Type: Conference Paper
Times cited : (38)

References (11)
  • 1
    • 0030126609 scopus 로고    scopus 로고
    • Learning in the presence of concept drift and hidden contexts
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    • Widmer, G.1    Kubat, M.2
  • 2
    • 78149292125 scopus 로고    scopus 로고
    • Dynamic weighted majority: A new ensemble method for tracking concept drift
    • J. Z. Kolter and M. A. Maloof, "Dynamic weighted majority: a new ensemble method for tracking concept drift," 3rd IEEE Int. Conf. on Data Mining (ICDM 2003), pp. 123-130, 2003.
    • (2003) 3rd IEEE Int. Conf. on Data Mining (ICDM 2003) , pp. 123-130
    • Kolter, J.Z.1    Maloof, M.A.2
  • 3
    • 70449102582 scopus 로고    scopus 로고
    • A General Framework for Mining Concept-Drifting Data Streams with Skewed Distributions
    • J. Gao, W. Fan, J. Han, and P. S. Yu, "A General Framework for Mining Concept-Drifting Data Streams with Skewed Distributions," SIAM International Conference on Data Mining, vol. 7, 2007.
    • (2007) SIAM International Conference on Data Mining , vol.7
    • Gao, J.1    Fan, W.2    Han, J.3    Yu, P.S.4
  • 4
    • 26444530040 scopus 로고    scopus 로고
    • ACE: Adaptive Classifiers- Ensemble System for Concept-Drifting Environments
    • Lecture Notes in Computer Science, eds. N. Oza, R. Polikar, J. Kittler, and F. Roli, Eds.
    • K. Nishida, K. Yamauchi, and O. Takashi, "ACE: Adaptive Classifiers- Ensemble System for Concept-Drifting Environments," Multiple Classifier Systemsin Lecture Notes in Computer Science, eds. N. Oza, R. Polikar, J. Kittler, and F. Roli, Eds., vol. 3541, pp. 176-185, 2005.
    • (2005) Multiple Classifier Systemsin , vol.3541 , pp. 176-185
    • Nishida, K.1    Yamauchi, K.2    Takashi, O.3
  • 7
    • 70349330806 scopus 로고    scopus 로고
    • Incremental Learning of Variable Rate Concept Drift
    • Lecture Notes in Computer Science, eds. J. A. Benediktsson, J. Kittler, and F. Roli, Eds.
    • R. Elwell and R. Polikar, "Incremental Learning of Variable Rate Concept Drift," 8th International Workshop on Multiple Classifier Systems (MCS 2009)in Lecture Notes in Computer Science, eds. J. A. Benediktsson, J. Kittler, and F. Roli, Eds., vol. 5519, pp. 142-151, 2009.
    • (2009) 8th International Workshop on Multiple Classifier Systems (MCS 2009) , vol.5519 , pp. 142-151
    • Elwell, R.1    Polikar, R.2
  • 11
    • 70449457525 scopus 로고    scopus 로고
    • SERA: Selectively Recursive Approach towards Nonstationary Imbalanced Stream Data Mining
    • S.Chen and H.He, "SERA: Selectively Recursive Approach towards Nonstationary Imbalanced Stream Data Mining," International Joint Conference on Neural Networks, Atlanta, GA: pp. 522-529, 2009.
    • (2009) International Joint Conference on Neural Networks, Atlanta, GA , pp. 522-529
    • Chen, S.1    He, H.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.