A learning method for the class imbalance problem with medical data sets

Author:

Li Der-Chiang,Liu Chiao-Wen,Hu Susan C.

Publisher

Elsevier BV

Subject

Health Informatics,Computer Science Applications

Reference22 articles.

1. N. Japkowicz, The class imbalance problem: significance and strategies, in: Proceedings of the 2000 International Conference on Artificial Intelligence, 2000, pp. 111–117.

2. The significance of border training patterns in classification by a feedforward neural network using back propagation learning;Foody;International Journal of Remote Sensing,1999

3. M.S. Kim, An effective under-sampling method for class imbalance data problem, in: Proceedings of the Eighth Symposium on Advanced Intelligent Systems, 2007, pp. 825–829.

4. Learning from imbalanced data sets with boosting and data generation: the DataBoost-IM approach;Guo;SIGKDD Explorations,2004

5. A. Kolcz, A. Chowdhury, J. Alspector, Data duplication: an imbalance problem? in: Proceedings of the ICML’2003 Workshop on Learning from Imbalanced Datasets, 2003.

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