Propensity score estimation: neural networks, support vector machines, decision trees (CART), and meta-classifiers as alternatives to logistic regression

The central role of the propensity score in observational studies for causal effects

Paul R. Rosenbaum, Donald B. Rubin · Biometrika · 1983 · 31K citations · Full text

Public Health, Biostatistics, Causal Inference +16

Classification and Regression Trees.

Alexander Gordon, Leo Breiman, Jerome H. Friedman et al. · Biometrics · 1984 · 23.9K citations

Computing, Computer Science, Mathematics +13

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

Neural networks for pattern recognition

Choice Reviews Online · 1994 · 18.7K citations

Computing, Computer Science, Computer Vision +13

A Tutorial on Support Vector Machines for Pattern Recognition

Christopher J. C. Burges · Data Mining and Knowledge Discovery · 1998 · 16.4K citations

Computing, Computer Science, Data Mining +13