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All publications by Francesco Orabona
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On Measure Concentration of Random Maximum A-Posteriori Perturbations
Francesco Orabona, Tamir Hazan, Anand Sarwate and Tommi Jaakkola
Proceedings of the 31st International Conference on Machine Learning (ICML-14), 2014


Simultaneous Model Selection and Optimization through Parameter-free Stochastic Learning
Francesco Orabona
Advances in Neural Information Processing Systems 27, 2014


Stability and Hypothesis Transfer Learning
Ilja Kuzborskij and Francesco Orabona
Proceedings of the 30th International Conference on Machine Learning (ICML-13), 2013


Dimension-Free Exponentiated Gradient
Francesco Orabona
Advances in Neural Information Processing Systems 26, 2013


Regression-tree Tuning in a Streaming Setting
Samory Kpotufe and Francesco Orabona
Advances in Neural Information Processing Systems 26, 2013


On Multilabel Classification and Ranking with Partial Feedback
Claudio Gentile and Francesco Orabona
Advances in Neural Information Processing Systems 25, 2012


Beyond Logarithmic Bounds in Online Learning
Francesco Orabona, Nicolò Cesa-bianchi and Claudio Gentile
Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics (AISTATS-12), 2012


Better Algorithms for Selective Sampling
Francesco Orabona and Nicolò Cesa-bianchi
Proceedings of the 28th International Conference on Machine Learning (ICML-11), 2011


Ultra-Fast Optimization Algorithm for Sparse Multi Kernel Learning
Francesco Orabona and Luo Jie
Proceedings of the 28th International Conference on Machine Learning (ICML-11), 2011


New Adaptive Algorithms for Online Classification
Francesco Orabona and Koby Crammer
Advances in Neural Information Processing Systems 23, 2010


Learning from Candidate Labeling Sets
Jie Luo and Francesco Orabona
Advances in Neural Information Processing Systems 23, 2010


Bounded Kernel-Based Online Learning
Francesco Orabona, Joseph Keshet and Barbara Caputo
Journal of Machine Learning Research, 2009


Robust bounds for classification via selective sampling
Nicolò Cesa-bianchi, Claudio Gentile and Francesco Orabona
Proceedings of the 26th International Conference on Machine Learning (ICML-09), 2009


The projectron: a bounded kernel-based Perceptron
Francesco Orabona, Joseph Keshet and Barbara Caputo
Proceedings of the 25th International Conference on Machine Learning (ICML-08), 2008