86 citations · 330 across the 9 of their papers we have counts for
Showing 2021Show all
2 papers · 1 filter
stat.ML2021★ 47 cited
Optimal randomized classification trees
Rafael Blanquero, Emilio Carrizosa, Cristina Molero-Río +1
Classification and Regression Trees (CARTs) are off-the-shelf techniques in modern Statistics and Machine Learning. CARTs are traditionally built by means of a greedy procedure, se…
stat.ML2021★ 25 cited
On Clustering Categories of Categorical Predictors in Generalized Linear Models
Emilio Carrizosa, Marcela Galvis Restrepo, Dolores Romero Morales
We propose a method to reduce the complexity of Generalized Linear Models in the presence of categorical predictors. The traditional one-hot encoding, where each category is repres…