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A unifying view on dataset shift in classification

Pattern Recognition · 2011 · Vol. 45(1) · pp. 521–530
Jose G. Moreno-TorresTroy RaederRocío Aláiz-RodríguezNitesh V. ChawlaFrancisco Herrera
Data Stream Mining TechniquesMachine Learning and Data ClassificationImbalanced Data Classification TechniquesComputer scienceField (mathematics)Paradigm shiftArtificial intelligenceData scienceNatural language processingInformation retrievalEpistemologyMathematics
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References
Learning in the Presence of Concept Drift and Hidden Contexts
Machine Learning · 1996 · 1,416 citations
Statistical Analysis With Missing Data
Journal of the American Statistical Association · 1989 · 17,494 citations
Robust Classification for Imprecise Environments
Machine Learning · 2001 · 1,194 citations
Cost-sensitive boosting for classification of imbalanced data
Pattern Recognition · 2007 · 1,416 citations
The security of machine learning
Machine Learning · 2010 · 833 citations
Sample Selection Bias as a Specification Error
Econometrica · 1979 · 28,594 citations
Learning in the presence of concept drift and hidden contexts
Machine Learning · 1996 · 988 citations
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