@article{fawcett07:pav-rocch, author = {Tom Fawcett and Alexandru Niculescu-Mizil}, title = {{PAV} and the {ROC} Convex Hull}, journal = {Machine Learning}, volume = {68}, number = {1}, month = {July}, year = {2007}, pages = {97--106}, } @inproceedings{lozano09:spatial, author = {Lozano, Aurelie C. and Li, Hongfei and Niculescu-Mizil, Alexandru and Liu, Yan and Perlich, Claudia and Hosking, Jonathan and Abe, Naoki}, title = {Spatial-temporal causal modeling for climate change attribution}, booktitle = {KDD '09: Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining}, year = {2009}, isbn = {978-1-60558-495-9}, pages = {587--596}, location = {Paris, France}, doi = {http://doi.acm.org/10.1145/1557019.1557086}, publisher = {ACM}, address = {New York, NY, USA}, } @inproceedings{liu09:topic, author = {Liu, Yan and Niculescu-Mizil, Alexandru and Gryc, Wojciech}, title = {Topic-link LDA: joint models of topic and author community}, booktitle = {ICML '09: Proceedings of the 26th Annual International Conference on Machine Learning}, year = {2009}, isbn = {978-1-60558-516-1}, pages = {665--672}, location = {Montreal, Quebec, Canada}, doi = {http://doi.acm.org/10.1145/1553374.1553460}, publisher = {ACM}, address = {New York, NY, USA}, } @inproceedings{niculescu09:mabb, author = {Alexandru Niculescu-Mizil}, title = {Multi-armed Bandits with Bettin}, booktitle = {On-line Learning with Limited Feedback}, year = {2009}, } @inproceedings{kleinberg08:regret, author = {Robert D. Kleinberg and Alexandru Niculescu-Mizil and Yogeshwer Sharma}, title = {Regret Bounds for Sleeping Experts and Bandits}, booktitle = {21st Annual Conference on Learning Theory - COLT 2008}, year = {2008}, pages = {425-436}, } @inproceedings{skalak07:classifier, author = {David B. Skalak and Alexandru Niculescu-Mizil and Rich Caruana}, title = {Classifier Loss under Metric Uncertainty}, booktitle = {Proceedings of the 18th European Conference on Machine Learning (ECML'07)}, year = {2007}, } @inproceedings{schmidt07:learning, author = "Mark Schmidt and Alexandru Niculescu-Mizil and Kevin Murphy", title = "Learning Graphical Model Structure using L1-Regularization Paths", booktitle = "Proceedings of the 22nd Conference on Artificial Intelligence (AAAI `07)", year = "2007"} @inproceedings{niculescu07:inductive, author = "Alexandru Niculescu-Mizil and Rich Caruana", title = "Inductive Transfer for Bayesian Network Structure Learning", booktitle = "Proceedings of the 11th International Conference on AI and Statistics (AISTATS `07)", year = "2007"} @inproceedings{caruana06:getting, author = "Rich Caruana and Art Munson and Alexandru Niculescu-Mizil", title = "Getting the Most Out of Ensemble Selection", booktitle = "Proceedings of the 6th International Conference on Data Mining (ICDM `06)", year = 2006, month = "December", note = "Full-length version available as Cornell Technical Report 2006-2045." } @inproceedings{caruana06:empirical, author = {Rich Caruana and Alexandru Niculescu-Mizil}, title = {An Empirical Comparison of Supervised Learning Algorithms}, booktitle = {Proceedings of the 23rd International Conference on Machine Learning (ICML'06)}, year = {2006}, } @inproceedings{bucila06:compression, author = {Cristi Bucil\u a and Rich Caruana and Alexandru Niculescu-Mizil}, title = {Model Compression}, booktitle = {Proceedings of the 12th International Conference on Knowledge Discovery and Data Mining (KDD'06)}, year = {2006}, } @inproceedings{niculescu05:predicting, author = {Alexandru Niculescu-Mizil and Rich Caruana}, title = {Predicting Good Probabilities With Supervised Learning}, booktitle = {Proceedings of the 22nd International Conference on Machine Learning (ICML'05)}, year = {2005}, } @inproceedings{niculescu05:obtaining, author = {Alexandru Niculescu-Mizil and Rich Caruana}, title = {Obtaining Calibrated Probabilities from Boosting}, year = 2005, Booktitle = {Proceedings of the 21st Conference on Uncertainty in Artificial Intelligence (UAI '05)}, publisher = {AUAI Press}, } @inproceedings{caruana04:metrics, author = {Rich Caruana and Alexandru Niculescu-Mizil}, title = {Data Mining in Metric Space: An Empirical Analysis of Suppervised Learning Performance Criteria}, booktitle = {Proceedings of the Tenth International Conference on Knowledge Discovery and Data Mining (KDD'04)}, year = {2004}, } @inproceedings{caruana04:ensemble, author = {Rich Caruana and Alexandru Niculescu-Mizil}, title = {Ensemble Selection from Libraries of Models}, booktitle = {Proceedings of the 21st International Conference on Machine Learning (ICML'04)}, year = {2004}, ISBN = {1-58113-838-5}, } @inproceedings{caruana04:roc, author = {Rich Caruana and Alexandru Niculescu-Mizil}, title = {An Empirical Evaluation of Supervised Learning for ROC Area}, booktitle = {First Workshop of ROC Analysis in AI (ROCAI'04)}, year = {2004}, } @techreport{caruana06:gettingFL, author = "Rich Caruana and Art Munson and Alexandru Niculescu-Mizil", title = "Getting the Most Out of Ensemble Selection", year = 2006, month = "September", number = "2006-2045", institution = "Cornell University", note = "Full version of paper published at ICDM 2006." } @techreport{caruana05:empirical, AUTHOR = {Rich Caruana and Alexandru Niculescu-Mizil}, TITLE = {An Empirical Comparison of Supervised Learning Algorithms Using Different Performance Metrics}, INSTITUTION = {Cornell University}, YEAR = {2005}, NUMBER = {TR2005-1973}, }