Concepedia

Decision tree machine learning applied to bovine tuberculosis risk factors to aid disease control decision making

M. Pilar Romero, Yu‐Mei Chang, Lucy A. Brunton, J. Parry, Alison Prosser, Paul Upton, Eleanor M. Rees, Oliver Tearne, Kim Stevens, Julian Ashley Drewe

Preventive Veterinary Medicine · 2019 · 41 citations · 46 references

Open access

Concepts

ComputingInfectious Disease ControlInfectious DiseasesData MiningMachine LearningRisk Factor AnalysisDecision SupportDecision TreesDiagnostic Decision SupportPredictive Health ModelingRisk-based Decision MakingTuberculosis PreventionDecision Support In DiagnosisDecision Tree ClassificationDecision Tree Risk ModelsDecision-tree AnalysisMachine Learning Decision SupportMachine Learning Risk ModelsTuberculosis Risk Prediction

References

46

Applied logistic regression

Choice Reviews Online · 1990 · 35.7K citations

Public Health, Biostatistics, Clinical Epidemiology +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

Computing, Computer Science, Data Science +12

Classification and Regression Trees.

John Van Ryzin, Leo Breiman, Jerome H. Friedman et al. · Journal of the American Statistical Association · 1986 · 21K citations

Computing, Computer Science, Mathematics +13

<b>mice</b>: Multivariate Imputation by Chained Equations in<i>R</i>

Stef van Buuren, Karin Groothuis‐Oudshoorn · Journal of Statistical Software · 2011 · 13.6K citations · Full text

Public Health, Biostatistics, Computational Biology +13

Classification and regression trees

J. Praagman · European Journal of Operational Research · 1985 · 10.2K citations

Computing, Computer Science, Machine Learning +10