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A number of classification problems need to deal with data imbalance between classes.
Asymptotic properties of nearest neighbor rules using edited data
Dennis L Wilson · 1972
Earlier work this paper cites.
Two modifications of cnn
Ivan Tomek · 1976
Earlier work this paper cites.
Addressing the curse of imbalanced training sets: one-sided selection
Miroslav Kubat, Stan Matwin, et al · 1997
Earlier work this paper cites.
Logistic regression in rare events data
Gary King and Langche Zeng · 2001
Earlier work this paper cites.
Smote: synthetic minority over-sampling technique
Nitesh V. Chawla, Kevin W. Bowyer, Lawrence O. Hall, and W. Philip Kegelmeyer · 2002
Earlier work this paper cites.
Smoteboost: Improving prediction of the minority class in boosting
Nitesh V Chawla, Aleksandar Lazarevic, Lawrence O Hall, and Kevin W Bowyer · 2003
Cited alongside, same era.
knn approach to unbalanced data distributions: a case study involving information extraction
Inderjeet Mani and I Zhang · 2003
Cited alongside, same era.
Class imbalances versus small disjuncts
Taeho Jo and Nathalie Japkowicz · 2004
Cited alongside, same era.
Borderline-smote: a new over-sampling method in imbalanced data sets learning
Hui Han, Wen-Yuan Wang, and Bing-Huan Mao · 2005
Cited alongside, same era.
The condensed nearest neighbor rule (corresp.)
P. Hart · 2006
Cited alongside, same era.
Adasyn: Adaptive synthetic sampling approach for imbalanced learning
Haibo He, Yang Bai, Edwardo A Garcia, and Shutao Li · 2008
Later among the works it cites.
Learning from imbalanced data
Haibo He and Edwardo A Garcia · 2009
Later among the works it cites.
Exploratory undersampling for class-imbalance learning
Xu-Ying Liu, Jianxin Wu, and Zhi-Hua Zhou · 2009
Later among the works it cites.
Borderline over-sampling for imbalanced data classification
Hien M Nguyen, Eric W Cooper, and Katsuari Kamei · 2011
Later among the works it cites.
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