Concepedia

Comparison of time-to-event machine learning models in predicting oral cavity cancer prognosis

John Adeoye, Liuling Hui, Mohamad Koohi‐Moghadam, Jia Tan, S. W. Choi, Peter Thomson

International Journal of Medical Informatics · 2021 · 52 citations · 40 references

Concepts

Veterinary MedicineOral PathologyMachine LearningOral OncologySurvival AnalysisCancer Survival AnalysisMalignant Oral TumorsOral Cancer PrognosisOral Cavity CancerSurvival PredictionTime-to-event AnalysisCancer Prognostic ModelingMultivariable Risk Prediction ModelsPredictive Model ValidationPrognostic Risk Assessment

References

40

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

Medicine, Oncology, Cancer Epidemiology +16

Random survival forests

The Annals of Applied Statistics · 2008 · 2.4K citations · Full text

Public Health, Biostatistics, Cardiology +17

DeepSurv: personalized treatment recommender system using a Cox proportional hazards deep neural network

Jared Katzman, Uri Shaham, Alexander Cloninger et al. · BMC Medical Research Methodology · 2018 · 1.9K citations · Full text

Computing, Biostatistics, Health Informatics +17

Statistics versus machine learning

Danilo Bzdok, Naomi Altman, Martin Krzywinski · Nature Methods · 2018 · 1.5K citations · Full text

Natural Sciences, Computer Science, Mathematics +12

RANDOM SURVIVAL FORESTS

2008 · 1.3K citations

Public Health, Biostatistics, Cardiology +17