Search Machine Learning Repository:
All publications by Rich Caruana
authors venues years



Do Deep Nets Really Need to be Deep?
Jimmy Ba and Rich Caruana
Advances in Neural Information Processing Systems 27, 2014


Using multiple samples to learn mixture models
Jason Lee, Ran Gilad-bachrach and Rich Caruana
Advances in Neural Information Processing Systems 26, 2013


Detecting statistical interactions with additive groves of trees
Daria Sorokina, Rich Caruana, Mirek Riedewald and Daniel Fink
Proceedings of the 25th International Conference on Machine Learning (ICML-08), 2008


An empirical evaluation of supervised learning in high dimensions
Rich Caruana, Nikolaos Karampatziakis and Ainur Yessenalina
Proceedings of the 25th International Conference on Machine Learning (ICML-08), 2008


Inductive Transfer for Bayesian Network Structure Learning
Alexandru Niculescu-mizil and Rich Caruana
Proceedings of the Eleventh International Conference on Artificial Intelligence and Statistics (AISTATS-07), 2007


An empirical comparison of supervised learning algorithms
Rich Caruana and Alexandru Niculescu-mizil
Proceedings of the 23th International Conference on Machine Learning (ICML-06), 2006


Predicting good probabilities with supervised learning
Alexandru Niculescu-mizil and Rich Caruana
Proceedings of the 22nd International Conference on Machine Learning (ICML-05), 2005


Ensemble selection from libraries of models
Rich Caruana, Alexandru Niculescu-mizil, Geoff Crew and Alex Ksikes
Proceedings of the 21st International Conference on Machine Learning (ICML-04), 2004


Benefitting from the Variables that Variable Selection Discards
Rich Caruana and Virginia Sa
Journal of Machine Learning Research, 2003


(Not) Bounding the True Error
John Langford and Rich Caruana
Advances in Neural Information Processing Systems 14, 2001