On the effectiveness of preprocessing methods when dealing with different levels of class imbalance

SMOTE: Synthetic Minority Over-sampling Technique

Nitesh V. Chawla, Kevin W. Bowyer, Lawrence Hall et al. · Journal of Artificial Intelligence Research · 2002 · 31.2K citations · Full text

Computing, Computer Science, Data Science +12

The WEKA data mining software

Mark Hall, Eibe Frank, Geoffrey Holmes et al. · ACM SIGKDD Explorations Newsletter · 2009 · 17.8K citations

Computing, Computer Science, Artificial Intelligence +5

Learning from Imbalanced Data

Haibo He, Edwardo A. Garcia · IEEE Transactions on Knowledge and Data Engineering · 2009 · 9.7K citations

Computing, Computer Science, Data Science +17

The use of the area under the ROC curve in the evaluation of machine learning algorithms

Andrew P. Bradley · Pattern Recognition · 1997 · 7.2K citations · Full text

Computing, Biostatistics, Computer Science +14

A study of the behavior of several methods for balancing machine learning training data

Gustavo E. A. P. A. Batista, Ronaldo C. Prati, Maria Carolina Monard · ACM SIGKDD Explorations Newsletter · 2004 · 4.1K citations

Computing, Computer Science, Data Mining +10