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| 2012 | ||
|---|---|---|
| 63 | Francesco Orabona, Nicolò Cesa-Bianchi, Claudio Gentile: Beyond Logarithmic Bounds in Online Learning. Journal of Machine Learning Research - Proceedings Track 22: 823-831 (2012) | |
| 2011 | ||
| 62 | Koby Crammer, Claudio Gentile: Multiclass Classification with Bandit Feedback using Adaptive Regularization. ICML 2011: 273-280 | |
| 61 | Fabio Vitale, Nicolò Cesa-Bianchi, Claudio Gentile, Giovanni Zappella: See the Tree Through the Lines: The Shazoo Algorithm. NIPS 2011: 1584-1592 | |
| 60 | Dotan Di Castro, Claudio Gentile, Shie Mannor: A Maximal Large Deviation Inequality for Sub-Gaussian Variables CoRR abs/1105.2550: (2011) | |
| 59 | Dotan Di Castro, Claudio Gentile, Shie Mannor: Bandits with an Edge CoRR abs/1109.2296: (2011) | |
| 58 | Giovanni Cavallanti, Nicolò Cesa-Bianchi, Claudio Gentile: Learning noisy linear classifiers via adaptive and selective sampling. Machine Learning 83(1): 71-102 (2011) | |
| 57 | Nicolò Cesa-Bianchi, Claudio Gentile, Fabio Vitale: Predicting the labels of an unknown graph via adaptive exploration. Theor. Comput. Sci. 412(19): 1791-1804 (2011) | |
| 2010 | ||
| 56 | Nicolò Cesa-Bianchi, Claudio Gentile, Fabio Vitale, Giovanni Zappella: Active Learning on Trees and Graphs. COLT 2010: 320-332 | |
| 55 | Ofer Dekel, Claudio Gentile, Karthik Sridharan: Robust Selective Sampling from Single and Multiple Teachers. COLT 2010: 346-358 | |
| 54 | Nicolò Cesa-Bianchi, Claudio Gentile, Fabio Vitale, Giovanni Zappella: Random Spanning Trees and the Prediction of Weighted Graphs. ICML 2010: 175-182 | |
| 53 | Anna Galluccio, Claudio Gentile, Paolo Ventura: The stable set polytope of claw-free graphs with large stability number. Electronic Notes in Discrete Mathematics 36: 1025-1032 (2010) | |
| 52 | Giovanni Cavallanti, Nicolò Cesa-Bianchi, Claudio Gentile: Linear Algorithms for Online Multitask Classification. Journal of Machine Learning Research 11: 2901-2934 (2010) | |
| 2009 | ||
| 51 | Nicolò Cesa-Bianchi, Claudio Gentile, Fabio Vitale: Learning Unknown Graphs. ALT 2009: 110-125 | |
| 50 | Nicolò Cesa-Bianchi, Claudio Gentile, Fabio Vitale: Fast and Optimal Prediction on a Labeled Tree. COLT 2009 | |
| 49 | Anna Galluccio, Claudio Gentile, M. Macina, Paolo Ventura: The k-Gear Composition and the Stable Set Polytope. CTW 2009: 251-254 | |
| 48 | Nicolò Cesa-Bianchi, Claudio Gentile, Francesco Orabona: Robust bounds for classification via selective sampling. ICML 2009: 16 | |
| 47 | Anna Galluccio, Claudio Gentile, Paolo Ventura: Gear Composition of Stable Set Polytopes and G-Perfection. Math. Oper. Res. 34(4): 813-836 (2009) | |
| 46 | Antonio Frangioni, Claudio Gentile: A computational comparison of reformulations of the perspective relaxation: SOCP vs. cutting planes. Oper. Res. Lett. 37(3): 206-210 (2009) | |
| 2008 | ||
| 45 | Anna Galluccio, Claudio Gentile, Paolo Ventura: On the Stable Set Polytope of Claw-Free Graphs. COCOA 2008: 339-350 | |
| 44 | Giovanni Cavallanti, Nicolò Cesa-Bianchi, Claudio Gentile: Linear Algorithms for Online Multitask Classification. COLT 2008: 251-262 | |
| 43 | Giovanni Cavallanti, Nicolò Cesa-Bianchi, Claudio Gentile: Linear Classification and Selective Sampling Under Low Noise Conditions. NIPS 2008: 249-256 | |
| 42 | Nicolò Cesa-Bianchi, Claudio Gentile: Improved Risk Tail Bounds for On-Line Algorithms. IEEE Transactions on Information Theory 54(1): 386-390 (2008) | |
| 41 | Nader H. Bshouty, Claudio Gentile: Guest Editors' Introduction: Special issue on Learning Theory (COLT-2007). Machine Learning 72(1-2): 1-4 (2008) | |
| 40 | Anna Galluccio, Claudio Gentile, Paolo Ventura: Gear composition and the stable set polytope. Oper. Res. Lett. 36(4): 419-423 (2008) | |
| 2007 | ||
| 39 | Nader H. Bshouty, Claudio Gentile: Learning Theory, 20th Annual Conference on Learning Theory, COLT 2007, San Diego, CA, USA, June 13-15, 2007, Proceedings Springer 2007 | |
| 38 | Claudio Gentile, Fabio Vitale, Cristian Brotto: On higher-order perceptron algorithms. NIPS 2007 | |
| 37 | Giovanni Cavallanti, Nicolò Cesa-Bianchi, Claudio Gentile: Tracking the best hyperplane with a simple budget Perceptron. Machine Learning 69(2-3): 143-167 (2007) | |
| 36 | Antonio Frangioni, Claudio Gentile: SDP diagonalizations and perspective cuts for a class of nonseparable MIQP. Oper. Res. Lett. 35(2): 181-185 (2007) | |
| 2006 | ||
| 35 | Nicolò Cesa-Bianchi, Claudio Gentile: Tracking the Best Hyperplane with a Simple Budget Perceptron. COLT 2006: 483-498 | |
| 34 | Nicolò Cesa-Bianchi, Claudio Gentile, Luca Zaniboni: Hierarchical classification: combining Bayes with SVM. ICML 2006: 177-184 | |
| 33 | Nicolò Cesa-Bianchi, Claudio Gentile, Luca Zaniboni: Worst-Case Analysis of Selective Sampling for Linear Classification. Journal of Machine Learning Research 7: 1205-1230 (2006) | |
| 32 | Nicolò Cesa-Bianchi, Claudio Gentile, Luca Zaniboni: Incremental Algorithms for Hierarchical Classification. Journal of Machine Learning Research 7: 31-54 (2006) | |
| 31 | Antonio Frangioni, Claudio Gentile: Perspective cuts for a class of convex 0-1 mixed integer programs. Math. Program. 106(2): 225-236 (2006) | |
| 30 | Antonio Frangioni, Claudio Gentile: Solving Nonlinear Single-Unit Commitment Problems with Ramping Constraints. Operations Research 54(4): 767-775 (2006) | |
| 29 | Claudio Gentile, Paolo Ventura, Robert Weismantel: Mod-2 Cuts Generation Yields the Convex Hull of Bounded Integer Feasible Sets. SIAM J. Discrete Math. 20(4): 913-919 (2006) | |
| 2005 | ||
| 28 | Nicolò Cesa-Bianchi, Claudio Gentile: Improved risk tail bounds for on-line algorithms. NIPS 2005 | |
| 27 | Nicolò Cesa-Bianchi, Alex Conconi, Claudio Gentile: A Second-Order Perceptron Algorithm. SIAM J. Comput. 34(3): 640-668 (2005) | |
| 2004 | ||
| 26 | Nicolò Cesa-Bianchi, Alex Conconi, Claudio Gentile: Regret Bounds for Hierarchical Classification with Linear-Threshold Functions. COLT 2004: 93-108 | |
| 25 | Nicolò Cesa-Bianchi, Claudio Gentile, Andrea Tironi, Luca Zaniboni: Incremental Algorithms for Hierarchical Classification. NIPS 2004 | |
| 24 | Nicolò Cesa-Bianchi, Claudio Gentile, Luca Zaniboni: Worst-Case Analysis of Selective Sampling for Linear-Threshold Algorithms. NIPS 2004 | |
| 23 | Nicolò Cesa-Bianchi, Alex Conconi, Claudio Gentile: On the Generalization Ability of On-Line Learning Algorithms. IEEE Transactions on Information Theory 50(9): 2050-2057 (2004) | |
| 22 | Giovanni Felici, Claudio Gentile: A Polyhedral Approach for the Staff Rostering Problem. Management Science 50(3): 381-393 (2004) | |
| 21 | Antonio Frangioni, Claudio Gentile: New Preconditioners for KKT Systems of Network Flow Problems. SIAM Journal on Optimization 14(3): 894-913 (2004) | |
| 2003 | ||
| 20 | Nicolò Cesa-Bianchi, Alex Conconi, Claudio Gentile: Learning Probabilistic Linear-Threshold Classifiers via Selective Sampling. COLT 2003: 373-387 | |
| 19 | Claudio Gentile: Fast Feature Selection from Microarray Expression Data via Multiplicative Large Margin Algorithms. NIPS 2003 | |
| 18 | Giovanni Felici, Claudio Gentile: Zero-Lifting for Integer Block Structured Problems. J. Comb. Optim. 7(2): 161-167 (2003) | |
| 17 | Claudio Gentile: Guest Editor's Introduction. Machine Learning 51(3): 215-216 (2003) | |
| 16 | Claudio Gentile: The Robustness of the p-Norm Algorithms. Machine Learning 53(3): 265-299 (2003) | |
| 2002 | ||
| 15 | Nicolò Cesa-Bianchi, Alex Conconi, Claudio Gentile: A Second-Order Perceptron Algorithm. COLT 2002: 121-137 | |
| 14 | Claudio Gentile, Utz-Uwe Haus, Matthias Köppe, Giovanni Rinaldi, Robert Weismantel: A Primal Approach to the Stable Set Problem. ESA 2002: 525-537 | |
| 13 | Nicolò Cesa-Bianchi, Alex Conconi, Claudio Gentile: Margin-Based Algorithms for Information Filtering. NIPS 2002: 470-477 | |
| 12 | Nicola Cancedda, Cyril Goutte, Jean-Michel Renders, Nicolò Cesa-Bianchi, Alex Conconi, Yaoyong Li, John Shawe-Taylor, Alexei Vinokourov, Thore Graepel, Claudio Gentile: Kernel Methods for Document Filtering. TREC 2002 | |
| 11 | Peter Auer, Nicolò Cesa-Bianchi, Claudio Gentile: Adaptive and Self-Confident On-Line Learning Algorithms. J. Comput. Syst. Sci. 64(1): 48-75 (2002) | |
| 2001 | ||
| 10 | Nicolò Cesa-Bianchi, Alex Conconi, Claudio Gentile: On the Generalization Ability of On-Line Learning Algorithms. NIPS 2001: 359-366 | |
| 9 | Claudio Gentile: A New Approximate Maximal Margin Classification Algorithm. Journal of Machine Learning Research 2: 213-242 (2001) | |
| 2000 | ||
| 8 | Peter Auer, Claudio Gentile: Adaptive and Self-Confident On-Line Learning Algorithms. COLT 2000: 107-117 | |
| 7 | Claudio Gentile: A New Approximate Maximal Margin Classification Algorithm. NIPS 2000: 500-506 | |
| 6 | Bruno Apolloni, Claudio Gentile: P-Sufficient Statistics for PAC Learning k-term-DNF Formulas through Enumeration. Theor. Comput. Sci. 230(1-2): 1-37 (2000) | |
| 1999 | ||
| 5 | Claudio Gentile, Nick Littlestone: The Robustness of the p-Norm Algorithms. COLT 1999: 1-11 | |
| 1998 | ||
| 4 | Claudio Gentile, David P. Helmbold: Improved Lower Bounds for Learning from Noisy Examples: An Information-Theoretic Approach. COLT 1998: 104-115 | |
| 3 | Claudio Gentile, Manfred K. Warmuth: Linear Hinge Loss and Average Margin. NIPS 1998: 225-231 | |
| 2 | Giorgio Gallo, Claudio Gentile, Daniele Pretolani, Gabriella Rago: Max Horn SAT and the minimum cut problem in directed hypergraphs. Math. Program. 80: 213-237 (1998) | |
| 1 | Bruno Apolloni, Claudio Gentile: Sample Size Lower Bounds in PAC Learning by Algorithmic Complexity Theory. Theor. Comput. Sci. 209(1-2): 141-162 (1998) | |
Colors in the list of coauthors
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