Online bagging and boosting

Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics

Volumn 3, Issue , 2005, Pages 2340-2345

  Oza, Nikunj C ^a  

^a NASA AMES RESEARCH CENTER   (United States)

Author keywords

Bagging; Boosting; Ensemble learning; Online learning

Indexed keywords

DATA REDUCTION; LEARNING ALGORITHMS; LEARNING SYSTEMS;

BAGGING; BOOSTING; ENSEMBLE LEARNING; ONLINE LEARNING;

ONLINE SYSTEMS;

EID: 27944478140     PISSN: 1062922X     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (8)

1. Nikunj C. Oza and Stuart Russell, "Online Bagging and Boosting," in Artificial Intelligence and Statistics 2001, Key West, FL, USA, pp. 105-112. January 2001.
2. Nikunj C. Oza and Stuart Russell, "Experimental Comparisons of Online and Batch Versions of Bagging and Boosting," The Seventh ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, San Francisco, CA, USA, pp. 359-364, August 2001.
3. Leo Breiman, "Bagging Predictors," Machine Learning, Vol. 24, No. 2, pp. 123-140, 1996.
4. Yoav Freund and Robert Schapire, "A Decision-Theoretic Generalization of On-line Learning and an Application to Boosting," Journal of Computer System Sciences, Vol. 55, No. 1, pp. 119-139, 1997.
5. Nikunj C. Oza, "Online Ensemble Learning," Ph.D. thesis, Department of Electrical Engineering and Computer Science, University of California, Berkeley, 2001.
6. Stephen D. Bay, "The UCI KDD Archive," http://kdd.ics.uci.edu, Department of Information and Computer Sciences, University of California, Irvine. 1999.
7. Alan Fern and Robert Givan, "Online Ensemble Learning: An Empirical Study," The Seventeenth International Conference on Machine Learning, Stanford, CA, pp. 279-286, July 2000.
8. Herbert K.H. Lee and Merlise A. Clyde, "Lossless Online Bayesian Bagging," Journal of Machine Learning Research, Vol. 5, pp. 143-151, 2004.