Finite-time analysis of the multiarmed bandit problem P Auer, N Cesa-Bianchi, P Fischer Machine learning 47, 235-256, 2002 | 8144 | 2002 |
Prediction, learning, and games N Cesa-Bianchi, G Lugosi Cambridge University Press, 2006 | 4871 | 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 | 3093 | 2012 |
The nonstochastic multiarmed bandit problem P Auer, N Cesa-Bianchi, Y Freund, RE Schapire SIAM journal on computing 32 (1), 48-77, 2002 | 3028 | 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 | 1383* | 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 | 1173 | 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 | 989 | 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 | 610 | 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 | 595 | 1997 |
Combinatorial bandits N Cesa-Bianchi, G Lugosi Journal of Computer and System Sciences 78 (5), 1404-1422, 2012 | 506 | 2012 |
Incremental algorithms for hierarchical classification N Cesa-Bianchi, C Gentile, A Tironi, L Zaniboni Advances in neural information processing systems 17, 2004 | 371 | 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 | 330 | 2002 |
Bandits with heavy tail S Bubeck, N Cesa-Bianchi, G Lugosi IEEE Transactions on Information Theory 59 (11), 7711-7717, 2013 | 307 | 2013 |
A second-order Perceptron algorithm N Cesa-Bianchi, A Conconi, C Gentile SIAM Journal on Computing 34 (3), 640-668, 2005 | 252 | 2005 |
Improved second-order bounds for prediction with expert advice N Cesa-Bianchi, Y Mansour, G Stoltz Machine Learning 66, 321-352, 2007 | 240 | 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 | 215 | 2006 |
Boltzmann exploration done right N Cesa-Bianchi, C Gentile, G Lugosi, G Neu Advances in neural information processing systems 30, 2017 | 213 | 2017 |
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 | 210 | 1996 |
Linear algorithms for online multitask classification G Cavallanti, N Cesa-Bianchi, C Gentile The Journal of Machine Learning Research 11, 2901-2934, 2010 | 206 | 2010 |
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 | 192 | 2013 |