Nathalie Japkowicz
American University(US)
Publications by Year
Research Areas
Anomaly Detection Techniques and Applications, Imbalanced Data Classification Techniques, Machine Learning and Data Classification, Data Stream Mining Techniques, Network Security and Intrusion Detection
Most-Cited Works
- → The class imbalance problem: A systematic study1(2002)3,238 cited
- → Editorial(2004)2,054 cited
- → Beyond Accuracy, F-Score and ROC: A Family of Discriminant Measures for Performance Evaluation(2006)1,816 cited
- → Applying Support Vector Machines to Imbalanced Datasets(2004)1,133 cited
- → A Multiple Resampling Method for Learning from Imbalanced Data Sets(2004)1,015 cited
- → Evaluating Learning Algorithms(2011)738 cited
- → Class imbalances versus small disjuncts(2004)678 cited