Concepedia

Validation of a Machine Learning Model That Outperforms Clinical Risk Scoring Systems for Upper Gastrointestinal Bleeding

Dennis Shung, Benjamin Au, Richard A. Taylor, J. Kenneth Tay, Stig Borbjerg Laursen, Adrian J. Stanley, Harry R. Dalton, Jeffrey Ngu, Michael Schultz, Loren Laine

Gastroenterology · 2019 · 242 citations · 45 references

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45

Random Forests

Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text

Regression Shrinkage and Selection Via the Lasso

Robert Tibshirani · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1996 · 51.8K citations

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Comparing the Areas under Two or More Correlated Receiver Operating Characteristic Curves: A Nonparametric Approach

Elizabeth R. DeLong, David M. DeLong, Daniel L. Clarke‐Pearson · Biometrics · 1988 · 22.3K citations

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Multilayer feedforward networks are universal approximators

Kurt Hornik, Maxwell B. Stinchcombe, Halbert White · Neural Networks · 1989 · 21.2K citations

, , +10

Regularization and Variable Selection Via the Elastic Net

Hui Zou, Trevor Hastie · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2005 · 21K citations · Full text

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