Interpretable machine learning for demand modeling with high-dimensional data using Gradient Boosting Machines and Shapley values

Random Forests

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

Greedy function approximation: A gradient boosting machine.

Jerome H. Friedman · The Annals of Statistics · 2001 · 29K citations · Full text

Computing, Computer Science, Mathematics +17

Classification and Regression Trees.

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

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Regularization Paths for Generalized Linear Models via Coordinate Descent

Jerome H. Friedman, Trevor Hastie, Robert Tibshirani · Journal of Statistical Software · 2010 · 17.1K citations · Full text

Natural Sciences, Computer Science, Mathematics +17

Regularization Paths for Generalized Linear Models via Coordinate Descent.

Jerome H. Friedman, Trevor Hastie, Rob Tibshirani · PubMed · 2010 · 14K citations · Full text

Natural Sciences, Computer Science, Mathematics +17