Search Machine Learning Repository:
All publications by Pierre Geurts
authors venues years



Understanding variable importances in forests of randomized trees
Gilles Louppe, Louis Wehenkel, Antonio Sutera and Pierre Geurts
Advances in Neural Information Processing Systems 26, 2013


Learning from positive and unlabeled examples by enforcing statistical significance
Pierre Geurts
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics (AISTATS-11), 2011


Gradient boosting for kernelized output spaces
Pierre Geurts, Louis Wehenkel and Florence D'alché-buc
Proceedings of the 24th International Conference on Machine Learning (ICML-07), 2007


Kernelizing the output of tree-based methods
Pierre Geurts, Louis Wehenkel and Florence D'alché-buc
Proceedings of the 23th International Conference on Machine Learning (ICML-06), 2006


Closed-form dual perturb and combine for tree-based models
Pierre Geurts and Louis Wehenkel
Proceedings of the 22nd International Conference on Machine Learning (ICML-05), 2005


Tree-Based Batch Mode Reinforcement Learning
Damien Ernst, Pierre Geurts and Louis Wehenkel
Journal of Machine Learning Research, 2005