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stat.ML2024
Pure interaction effects unseen by Random Forests
Ricardo Blum, Munir Hiabu, Enno Mammen +1
Random Forests are widely claimed to capture interactions well. However, some simple examples suggest that they perform poorly in the presence of certain pure interactions that the…
stat.ML2020★ 1 cited
Random Planted Forest: a directly interpretable tree ensemble
Munir Hiabu, Enno Mammen, Joseph T. Meyer
We introduce a novel interpretable tree based algorithm for prediction in a regression setting. Our motivation is to estimate the unknown regression function from a functional deco…