Incremental learning based on ensemble pruning

Proceedings - 2011 8th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2011

Volumn 1, Issue , 2011, Pages 377-381

  Zhao, Qiang Li ^a   Jiang, Yan Huang ^a   Ming Xu, ^a  

^a NATIONAL UNIVERSITY OF DEFENSE TECHNOLOGY   (China)

Author keywords

Bagging; Ensemble pruning; Incremental learning; PBagging++

Indexed keywords

BAGGING; BASE CLASSIFIERS; ENSEMBLE METHODS; ENSEMBLE PRUNING; INCREMENTAL DATA; INCREMENTAL LEARNING; PBAGGING++; PREDICTIVE PERFORMANCE;

LEARNING ALGORITHMS;

FUZZY SYSTEMS;

EID: 80053432303     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/FSKD.2011.6019559     Document Type: Conference Paper

References (22)

1. R. Polikar, L. Udpa, S. S. Udpa and V. Honavar, "Learn++: An incremental learning algorithm for supervised neural networks", IEEE Transactions on Systems, Man, and Cybernetics-2001, Part C: Applications and Reviews 31(4): 497-508 (Pubitemid 34191829)
2. C. Giraud-Carrier, "A Note on the Utility of Incremental Learning," AI Communications, vol. 13, no. 4, pp. 215-223, 2000
3. T. Seipone and J. Bullinaria, "Evolving improved incremental learning schemes for neural network systems", Proceedings of the 2005 IEEE Congress on Evolutionary Computing (CEC'2005), Piscataway, NJ, 2005, pp. 273-280
4. P. E. Utgoff, "Incremental induction of decision trees", Machine Learning, 1989, 4: 161-186
5. G. Cauwenberghs, T. Poggio, "Incremental and Decremental Support Vector Machine Learning", Advances Neural Information Processing Systems (NIPS 2000). Cambridge, MA: MIT Press, 2001
6. G. A. Carpenter, S. Grossberg and J. H. Reynolds, "ARTMAP: Supervied real-time learning and classification of nonstationary data by a self organizing neural network", Neural Networks, 1991, 4(5): 565-588 (Pubitemid 21710141)
7. N. Kasabov, "Evolving fuzzy neural networks for supervised/ unsupervised online knowledge-based learning", IEEE Transactions on Systems, Man and Cybernetics-2001, Part B: Cybernetics 31(6): 902-918 (Pubitemid 34035554)
8. M. Sewell, "Ensemble learning", http://machine-learning. martinsewell. com/ensembles/ensemble-learning. pdf, 2008, unpublished
9. H. Inoue and H. Narihisa, "Self-organizing neural grove and its applications", Proceedings of the 2005 International Joint Conference on Neural Networks (IJCNN'05), Montreal, Canada, 2005, pp. 1205-1210 (Pubitemid 44055624)
10. F. L. Minku, H. Inoue and X. Yao, "Negative correlation learning inincremental learning," Natural Computing, 2009, 8: 280-320
11. Qiangli Zhao, Yanhuang Jiang, and Ming Xu. Incremental Learning by Heterogeneous Bagging Ensemble, Lecture Notes in Artificial Intelligence 6441 (ADMA2010) 1-12, 2010
12. H. Schwenk and Y. Bengio, "Boosting neural networks," Neural Computation, vol. 12, 2000, pp. 1869-1887
13. L. Breiman, "Bagging Predictors", Machine Learning, 24(2), 1996, 123-140 (Pubitemid 126724382)
14. Z. H. Zhou, J. X. Wu and W. Tang, "Ensembling neural networks: many could be better than all". Artificial Intelligence , 137(1-2), 2002, pp. 239-263 (Pubitemid 34405220)
15. G. Martinez-Munoz, A. Suarez, Pruning in ordered bagging ensembles. In: 23rd International Conference in Machine Learning (ICML-2006), 2006, pp. 609-616
16. I. Partalas, G. Tsoumakas and I. Vlahavas, "Pruning an ensemble of classifiers via reinforcement learning", Neurocomputing 72(7-9), 2009, pp. 1900-1909
17. Qiangli Zhao, Yanhuang Jiang, and Ming Xu. A Fast Ensemble Pruning Algorithm based on Pattern Mining Process. Data Mining and Knowledge Discovery, 19(2): 277-292, 2009
18. Asuncion, D. N. A. , "UCI machine learning repository", http://www. ics. uci. edu/mlearn/MLRepository. html,2007, unpublished
19. M. Riedmiller and H. Braun, "RPROP-A fast adaptive learning algorithm", In Proc. of ISCIS VII, 1992
20. J. R. Quinlan. C4. 5: Programs for Machine Learning. San Mateo, CA: Morgan Kaugmann Publishers, Inc, 1993
21. C.-J. Lin, "LIBSVM: A Library for Support Vector Machines", http://www. csie. ntu. edu. tw/~cjlin/libsvm/, 2009
22. M. A. Maloof , R. S. Michalski, "Incremental learning with partial instance memory", Artificial Intelligence, v. 154 n. 1-2, p. 95-126, April 2004