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Volumn , Issue , 2009, Pages 1432-1436

Boost a weak learner to a strong learner using ensemble system approach

Author keywords

Adaboost; Boosting; Decision stump; ensemble system

Indexed keywords

ADABOOST; BOOSTING; BOOSTING ALGORITHM; BOOSTING APPROACH; CLASSIFICATION ALGORITHM; CLASSIFICATION LEARNING; CLASSIFICATION TASKS; CLASSIFIER SYSTEMS; DECISION STUMP; DECISION STUMPS; ENSEMBLE SYSTEM; ENSEMBLE SYSTEMS; ERROR RATE; MAJORITY VOTE; MULTIPLE CLASSIFIER SYSTEMS; PREDICTION ACCURACY; TEST EXAMPLES; TESTING DATA; TRAINING DATA; TRAINING EXAMPLE; WEAK LEARNER;

EID: 66249138151     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IADCC.2009.4809227     Document Type: Conference Paper
Times cited : (15)

References (9)
  • 1
    • 0000551189 scopus 로고    scopus 로고
    • Popular Ensemble Methods: An Empirical Study
    • David Opitz, Richard Maclin (1999). Popular Ensemble Methods: An Empirical Study". Journal of Artificial Intelligence Research 11 (1999) 169-198 (Pubitemid 129628763)
    • (1999) Journal of Artificial Intelligence Research , vol.11 , pp. 169-198
    • Opitz, D.1    Maclin, R.2
  • 3
    • 0031211090 scopus 로고    scopus 로고
    • A decision-theoretic generalization of on-line learning and an application to boosting
    • article no. SS971504
    • Yoav Freund, Robert E. Schapire, (1996). .,A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting", journal of computer and system sciences 55, 119139 (1997). article no. SS971504
    • (1996) Journal of Computer and System Sciences , vol.55 , pp. 119-139
    • Freund, Y.1    Schapire, R.E.2
  • 4
    • 0001963082 scopus 로고    scopus 로고
    • A short introduction to boosting
    • September.In Japanese, translation by Naoki Abe
    • Yoav Freund, Robert E. Schapire (1999). .,A Short Introduction to Boosting". Journal of Japanese Society for Artificial Intelligence, 14(5):771-780, September, 1999. (In Japanese, translation by Naoki Abe.)
    • (1999) Journal of Japanese Society for Artificial Intelligence , vol.14 , Issue.5 , pp. 771-780
    • Freund, Y.1    Schapire, R.E.2
  • 8
    • 0033281701 scopus 로고    scopus 로고
    • Improved boosting algorithms using confidence-rated predictions
    • Robert E. Schapire, Yoarm Singer, (1999). Improved Boosting Algorithms Using Confidence-rated Predictions". Machine Learning, 37(3): 297-336, 1999
    • (1999) Machine Learning , vol.3 , Issue.3 , pp. 297-336
    • Schapire, R.E.1    Singer, Y.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.