Random intersection trees

@article{Shah2014RandomIT,
  title={Random intersection trees},
  author={Rajen Dinesh Shah and Nicolai Meinshausen},
  journal={Journal of Machine Learning Research},
  year={2014},
  volume={15},
  pages={629-654}
}
Finding interactions between variables in large and high-dimensional data sets is often a serious computational challenge. Most approaches build up interaction sets incrementally, adding variables in a greedy fashion. The drawback is that potentially informative high-order interactions may be overlooked. Here, we propose an alternative approach for classification problems with binary predictor variables, called Random Intersection Trees. It works by starting with a maximal interaction that… CONTINUE READING
5 Citations
18 References
Similar Papers

Similar Papers

Loading similar papers…