Search Machine Learning Repository:
All publications by Claudio Gentile
authors venues years



Online Clustering of Bandits
Claudio Gentile, Shuai Li and Giovanni Zappella
Proceedings of the 31st International Conference on Machine Learning (ICML-14), 2014


A Gang of Bandits
Nicolò Cesa-bianchi, Claudio Gentile and Giovanni Zappella
Advances in Neural Information Processing Systems 26, 2013


From Bandits to Experts: A Tale of Domination and Independence
Noga Alon, Nicolò Cesa-bianchi, Claudio Gentile and Yishay Mansour
Advances in Neural Information Processing Systems 26, 2013


A Linear Time Active Learning Algorithm for Link Classification
Nicolò Cesa-bianchi, Claudio Gentile, Fabio Vitale and Giovanni Zappella
Advances in Neural Information Processing Systems 25, 2012


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


See the Tree Through the Lines: The Shazoo Algorithm
Fabio Vitale, Nicolò Cesa-bianchi, Claudio Gentile and Giovanni Zappella
Advances in Neural Information Processing Systems 24, 2011


Multiclass Classification with Bandit Feedback using Adaptive Regularization
Koby Crammer and Claudio Gentile
Proceedings of the 28th International Conference on Machine Learning (ICML-11), 2011


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


Linear Classification and Selective Sampling Under Low Noise Conditions
Giovanni Cavallanti, Nicolò Cesa-bianchi and Claudio Gentile
Advances in Neural Information Processing Systems 21, 2008


On higher-order perceptron algorithms
Claudio Gentile, Fabio Vitale and Cristian Brotto
Advances in Neural Information Processing Systems 20, 2007


Hierarchical classification: combining Bayes with SVM
Nicolò Cesa-bianchi, Claudio Gentile and Luca Zaniboni
Proceedings of the 23th International Conference on Machine Learning (ICML-06), 2006


Worst-Case Analysis of Selective Sampling for Linear Classification
Nicolò Cesa-bianchi, Claudio Gentile and Luca Zaniboni
Journal of Machine Learning Research, 2006


Incremental Algorithms for Hierarchical Classification
Nicolò Cesa-bianchi, Claudio Gentile and Luca Zaniboni
Journal of Machine Learning Research, 2006


Improved risk tail bounds for on-line algorithms
Nicolò Cesa-bianchi and Claudio Gentile
Advances in Neural Information Processing Systems 18, 2005


Worst-Case Analysis of Selective Sampling for Linear-Threshold Algorithms
Nicolò Cesa-bianchi, Claudio Gentile and Luca Zaniboni
Advances in Neural Information Processing Systems 17, 2004


Incremental Algorithms for Hierarchical Classification
Nicolò Cesa-bianchi, Claudio Gentile, Andrea Tironi and Luca Zaniboni
Advances in Neural Information Processing Systems 17, 2004


Fast Feature Selection from Microarray Expression Data via Multiplicative Large Margin Algorithms
Claudio Gentile
Advances in Neural Information Processing Systems 16, 2003


Margin-Based Algorithms for Information Filtering
Nicolò Cesa-bianchi, Alex Conconi and Claudio Gentile
Advances in Neural Information Processing Systems 15, 2002


On the Generalization Ability of On-Line Learning Algorithms
Nicolò Cesa-bianchi, Alex Conconi and Claudio Gentile
Advances in Neural Information Processing Systems 14, 2001


A New Approximate Maximal Margin Classification Algorithm
Claudio Gentile
Journal of Machine Learning Research, 2001