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Imbalanced Data Classification Techniques
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Description: This cluster of papers focuses on the challenges and techniques for handling imbalanced data in classification problems. It covers methods such as SMOTE, ROC analysis, cost-sensitive learning, ensembl... more
Related topics (siblings) Advanced Clustering Algorithms Research, Advanced Computational Techniques and Applications, Advanced Graph Neural Networks, Advanced Software Engineering Methodologies, Advanced Technologies in Various Fields +71 more
Subfield (parent): Artificial Intelligence
Field: Computer Science
Domain: Physical Sciences
Works count: 21,510
Citations count: 486,900
Top works
SMOTE: Synthetic Minority Over-sampling Technique
2002 · Nitesh V. Chawla, Kevin W. Bowyer, et al. · Journal of Artificial Intelligence Research
An introduction to ROC analysis
2005 · Tom Fawcett · Pattern Recognition Letters
pROC: an open-source package for R and S+ to analyze and compare ROC curves
2011 · Xavier Robin, Natacha Turck, et al. · BMC Bioinformatics
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