DPC-SMOTE Over-sampling Algorithm for Imbalanced Data Classification
An oversampling algorithm based on density peak clustering is proposed to solve the problem of noise and imbalance among classes in imbalanced data sets.
LIU Zhihan, ZHANG Zhonglin, ZHAO Lei
doaj +1 more source
An oversampling-undersampling strategy for large-scale data linkage
Effective record linkage in big data, particularly in imbalanced datasets, is a critical yet highly challenging task due to the inherent complexity involved.
Hossein Hassani +4 more
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Class imbalance presents considerable challenges for software defect prediction. However, software defect datasets exhibit additional complex characteristics, with class overlap being the most harmful to prediction performance. Currently, most techniques
Faqiang Wang +4 more
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Oversampling A/D And D/A Converters
Publication in the conference proceedings of EUSIPCO, Rhodes, Greece ...
openaire +2 more sources
A novel generative oversampling for software defect prediction. [PDF]
Goyal SR.
europepmc +1 more source
Developing SHAP interpretable machine learning models for assessing biopsychosocial risk in female drug users: a small sample study. [PDF]
Wang X +10 more
europepmc +1 more source
A synthetic oversampling-based customized ResNet51-Conv1D framework for early colorectal cancer prediction using structured clinical data from the PLCO screening trial. [PDF]
Prasath ST +5 more
europepmc +1 more source
mRNALocator-imb: an imbalance-tolerant ensemble framework integrating random forest and transformer for mRNA subcellular localization prediction. [PDF]
Hu J, Liu H, Wang L, Wu H.
europepmc +1 more source
Advancing Gastrointestinal Cancer Risk Prediction With Patient-Centered Machine Learning: Machine Learning Modeling Study. [PDF]
Baublyte D, Lee J, Gunathilake M, Kim J.
europepmc +1 more source
Artificial intelligence improves risk stratification for breast cancer recurrence and mortality in women exposed to pesticides: a call for reassessment of stratification criteria. [PDF]
Cazagranda IC +5 more
europepmc +1 more source

