Concepedia

Effect of machine learning re-sampling techniques for imbalanced datasets in 18F-FDG PET-based radiomics model on prognostication performance in cohorts of head and neck cancer patients

Chenyi Xie, Richard Du, Joshua W. K. Ho, Herbert Pang, K.W. Chiu, Elaine Lee, Varut Vardhanabhuti

European Journal of Nuclear Medicine and Molecular Imaging · 2020 · 98 citations · 37 references

DOI

Concepts

References

37

Global cancer statistics 2018: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries

Freddie Bray, Jacques Ferlay, Isabelle Soerjomataram et al. · CA A Cancer Journal for Clinicians · 2018 · 87.7K citations · Full text

, , +16

XGBoost

2016 · 48.6K citations · Full text

, , +15

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

, , +12

Statistical Comparisons of Classifiers over Multiple Data Sets

Janez Demšar · 2006 · 11.2K citations

, , +17

Learning from Imbalanced Data

Haibo He, Edwardo A. Garcia · IEEE Transactions on Knowledge and Data Engineering · 2009 · 9.7K citations

, , +17