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All publications by Alina Beygelzimer
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Optimal and Adaptive Algorithms for Online Boosting
Alina Beygelzimer, Satyen Kale and Haipeng Luo
Proceedings of the 32nd International Conference on Machine Learning (ICML-15), 2015


Online Gradient Boosting
Alina Beygelzimer, Elad Hazan, Satyen Kale and Haipeng Luo
Advances in Neural Information Processing Systems 28, 2015


Scalable Non-linear Learning with Adaptive Polynomial Expansions
Alekh Agarwal, Alina Beygelzimer, Daniel J. Hsu, John Langford and Matus J. Telgarsky
Advances in Neural Information Processing Systems 27, 2014


Contextual Bandit Algorithms with Supervised Learning Guarantees
Alina Beygelzimer, John Langford, Lihong Li, Lev Reyzin and Robert E. Schapire
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics (AISTATS-11), 2011


Agnostic Active Learning Without Constraints
Alina Beygelzimer, John Langford, Zhang Tong and Daniel J. Hsu
Advances in Neural Information Processing Systems 23, 2010


Tutorial summary: Reductions in machine learning
Alina Beygelzimer, John Langford and Bianca Zadrozny
Proceedings of the 26th International Conference on Machine Learning (ICML-09), 2009


Importance weighted active learning
Alina Beygelzimer, Sanjoy Dasgupta and John Langford
Proceedings of the 26th International Conference on Machine Learning (ICML-09), 2009


Cover trees for nearest neighbor
Alina Beygelzimer, Sham Kakade and John Langford
Proceedings of the 23th International Conference on Machine Learning (ICML-06), 2006


Agnostic active learning
Maria-florina Balcan, Alina Beygelzimer and John Langford
Proceedings of the 23th International Conference on Machine Learning (ICML-06), 2006


Error limiting reductions between classification tasks
Alina Beygelzimer, Varsha Dani, Thomas P. Hayes, John Langford and Bianca Zadrozny
Proceedings of the 22nd International Conference on Machine Learning (ICML-05), 2005


Approximability of Probability Distributions
Alina Beygelzimer and Irina Rish
Advances in Neural Information Processing Systems 16, 2003