Nicolò Cesa-Bianchi

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Claudio GentileGoogle Research, New York, USAVerified email at google.com
Gabor LugosiICREA and Universitat Pompeu FabraVerified email at upf.edu
Peter AuerMontanuniversität LeobenVerified email at unileoben.ac.at
Paul FischerDTU Compute, Technical University of DenmarkVerified email at dtu.dk
Yishay MansourTel Aviv UniversityVerified email at tauex.tau.ac.il
Yoav FreundUCSDVerified email at eng.ucsd.edu
Alex ConconiUniversity of Milan, ItalyVerified email at frogdesign.com
Ohad ShamirWeizmann Institute of ScienceVerified email at weizmann.ac.il
Manfred K. Warmuthvisiting Google BrainVerified email at google.com
Robert SchapireMicrosoft ResearchVerified email at microsoft.com
Giovanni ZappellaAmazonVerified email at amazon.com
David HausslerScientific Director, UC Santa Cruz Genomics Institute, University of California, Santa CruzVerified email at soe.ucsc.edu
Sebastien BubeckSr Principal Research Manager, ML Foundations group, Microsoft ResearchVerified email at microsoft.com
Samy BengioSenior Director, AI and Machine Learning Research, AppleVerified email at apple.com
Noga AlonPrinceton University and Tel Aviv UniversityVerified email at tau.ac.il
Francesco OrabonaAssociate Professor, KAUSTVerified email at orabona.com
Hanna WallachPartner Research Manager, Microsoft ResearchVerified email at dirichlet.net
Kristen GraumanProfessor of Computer Science, University of Texas at AustinVerified email at cs.utexas.edu
Yevgeny SeldinProfessor, Department of Computer Science, University of CopenhagenVerified email at di.ku.dk
Tom CesariAssistant Professor at University of OttawaVerified email at uottawa.ca

Nicolò Cesa-Bianchi

Professor of Computer Science, Università degli Studi di Milano and Politecnico di Milano

Verified email at unimi.it - Homepage

Machine Learning Learning Theory Online Learning Multi-Armed Bandits


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Finite-time analysis of the multiarmed bandit problem P Auer, N Cesa-Bianchi, P Fischer Machine learning 47, 235-256, 2002	7564	2002
Prediction, learning, and games N Cesa-Bianchi, G Lugosi Cambridge University Press, 2006	4553	2006
Regret analysis of stochastic and nonstochastic multi-armed bandit problems S Bubeck, N Cesa-Bianchi Foundations and Trends in Machine Learning 5 (1), 1-122, 2012	2893	2012
The nonstochastic multiarmed bandit problem P Auer, N Cesa-Bianchi, Y Freund, RE Schapire SIAM journal on computing 32 (1), 48-77, 2002	2790	2002
Proceedings of the 32nd International Conference on Neural Information Processing Systems S Bengio, HM Wallach, H Larochelle, K Grauman, N Cesa-Bianchi Curran Associates Inc., 2018	1115*	2018
Gambling in a rigged casino: The adversarial multi-armed bandit problem P Auer, N Cesa-Bianchi, Y Freund, RE Schapire Proceedings of the 36th Annual Symposium on Foundations of Computer Science …, 1995	1111	1995
How to use expert advice N Cesa-Bianchi, Y Freund, D Haussler, DP Helmbold, RE Schapire, ... Journal of the ACM (JACM) 44 (3), 427-485, 1997	956	1997
On the generalization ability of on-line learning algorithms N Cesa-Bianchi, A Conconi, C Gentile IEEE Transactions on Information Theory 50 (9), 2050-2057, 2004	583	2004
Scale-sensitive dimensions, uniform convergence, and learnability N Alon, S Ben-David, N Cesa-Bianchi, D Haussler Journal of the ACM (JACM) 44 (4), 615-631, 1997	571	1997
Combinatorial bandits N Cesa-Bianchi, G Lugosi Journal of Computer and System Sciences 78 (5), 1404-1422, 2012	459	2012
Incremental algorithms for hierarchical classification N Cesa-Bianchi, C Gentile, A Tironi, L Zaniboni Advances in neural information processing systems 17, 2004	361	2004
Adaptive and self-confident on-line learning algorithms P Auer, N Cesa-Bianchi, C Gentile Journal of Computer and System Sciences 64 (1), 48-75, 2002	312	2002
Bandits with heavy tail S Bubeck, N Cesa-Bianchi, G Lugosi IEEE Transactions on Information Theory 59 (11), 7711-7717, 2013	271	2013
A second-order Perceptron algorithm N Cesa-Bianchi, A Conconi, C Gentile SIAM Journal on Computing 34 (3), 640-668, 2005	249	2005
Improved second-order bounds for prediction with expert advice N Cesa-Bianchi, Y Mansour, G Stoltz Machine Learning 66, 321-352, 2007	233	2007
Hierarchical classification: combining bayes with SVM N Cesa-Bianchi, C Gentile, L Zaniboni Proceedings of the 23rd international conference on Machine learning, 177-184, 2006	209	2006
Worst-case quadratic loss bounds for prediction using linear functions and gradient descent N Cesa-Bianchi, PM Long, MK Warmuth IEEE Transactions on Neural Networks 7 (3), 604-619, 1996	202	1996
Linear algorithms for online multitask classification G Cavallanti, N Cesa-Bianchi, C Gentile The Journal of Machine Learning Research 11, 2901-2934, 2010	199	2010
Tracking the best hyperplane with a simple budget perceptron G Cavallanti, N Cesa-Bianchi, C Gentile Machine Learning 69, 143-167, 2007	189	2007
Regret minimization for reserve prices in second-price auctions N Cesa-Bianchi, C Gentile, Y Mansour Proceedings of the ACM-SIAM Symposium on Discrete Algorithms (SODA13), 1190-1204, 2013	179	2013

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