A new oversampling approach based differential evolution on the safe set for highly imbalanced datasets

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

Differential Evolution – A Simple and Efficient Heuristic for global Optimization over Continuous Spaces

Rainer Storn, Kenneth V. Price · Journal of Global Optimization · 1997 · 28.7K citations

Natural Sciences, Mathematics, Optimization +12

Rough sets

Zdzis aw Pawlak · International Journal of Parallel Programming · 1982 · 12.1K citations

Computing, Computer Science, Mathematics +10

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