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- W2268653519 abstract "Ensemble method performs not well for rare class analysis (RCA) problem in data mining. So, we propose a rare class analysis method based on improved AdaBoost RCA-IA for RCA based on AdaBoost algorithm. RCA-IA uses an improved weight updating mechanism where the weights of samples which are invariably correctly classified will be reduced while that of samples which are partially correctly classified will be increased. Experimental results on artificial and real-world data sets demonstrate that RCA-IA can improve the classification performances of rare and normal class stably and effectively." @default.
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- W2268653519 date "2012-05-11" @default.
- W2268653519 modified "2023-09-22" @default.
- W2268653519 title "Rare Class Analysis Based on Improved AdaBoost" @default.
- W2268653519 doi "https://doi.org/10.1109/icee.2012.1473" @default.
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