112 citations · 279 across the 10 of their papers we have counts for
3 papers · 1 filter
Modeling Text with Decision Forests using Categorical-Set Splits
Mathieu Guillame-Bert, Sebastian Bruch, Petr Mitrichev +2
Decision forest algorithms typically model data by learning a binary tree structure recursively where every node splits the feature space into two sub-regions, sending examples int…
Learning Representations for Axis-Aligned Decision Forests through Input Perturbation
Sebastian Bruch, Jan Pfeifer, Mathieu Guillame-bert
Axis-aligned decision forests have long been the leading class of machine learning algorithms for modeling tabular data. In many applications of machine learning such as learning-t…
A Practical Index Structure Supporting Fréchet Proximity Queries Among Trajectories
Joachim Gudmundsson, Michael Horton, John Pfeifer +1
We present a scalable approach for range and nearest neighbor queries under computationally expensive metrics, like the continuous Fréchet distance on trajectory data. Based on…