2008 |
42 | EE | Anna Galluccio,
Claudio Gentile,
Paolo Ventura:
On the Stable Set Polytope of Claw-Free Graphs.
COCOA 2008: 339-350 |
41 | EE | Giovanni Cavallanti,
Nicolò Cesa-Bianchi,
Claudio Gentile:
Linear Algorithms for Online Multitask Classification.
COLT 2008: 251-262 |
40 | EE | Giovanni Cavallanti,
Nicolò Cesa-Bianchi,
Claudio Gentile:
Linear Classification and Selective Sampling Under Low Noise Conditions.
NIPS 2008: 249-256 |
39 | EE | Nicolò Cesa-Bianchi,
Claudio Gentile:
Improved Risk Tail Bounds for On-Line Algorithms.
IEEE Transactions on Information Theory 54(1): 386-390 (2008) |
38 | EE | Nader H. Bshouty,
Claudio Gentile:
Guest Editors' Introduction: Special issue on Learning Theory (COLT-2007).
Machine Learning 72(1-2): 1-4 (2008) |
37 | EE | Anna Galluccio,
Claudio Gentile,
Paolo Ventura:
Gear composition and the stable set polytope.
Oper. Res. Lett. 36(4): 419-423 (2008) |
2007 |
36 | | 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 |
35 | EE | Claudio Gentile,
Fabio Vitale,
Cristian Brotto:
On higher-order perceptron algorithms.
NIPS 2007 |
34 | EE | Giovanni Cavallanti,
Nicolò Cesa-Bianchi,
Claudio Gentile:
Tracking the best hyperplane with a simple budget Perceptron.
Machine Learning 69(2-3): 143-167 (2007) |
33 | EE | Antonio Frangioni,
Claudio Gentile:
SDP diagonalizations and perspective cuts for a class of nonseparable MIQP.
Oper. Res. Lett. 35(2): 181-185 (2007) |
2006 |
32 | EE | Nicolò Cesa-Bianchi,
Claudio Gentile:
Tracking the Best Hyperplane with a Simple Budget Perceptron.
COLT 2006: 483-498 |
31 | EE | Nicolò Cesa-Bianchi,
Claudio Gentile,
Luca Zaniboni:
Hierarchical classification: combining Bayes with SVM.
ICML 2006: 177-184 |
30 | EE | 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) |
29 | EE | Nicolò Cesa-Bianchi,
Claudio Gentile,
Luca Zaniboni:
Incremental Algorithms for Hierarchical Classification.
Journal of Machine Learning Research 7: 31-54 (2006) |
28 | EE | Antonio Frangioni,
Claudio Gentile:
Perspective cuts for a class of convex 0-1 mixed integer programs.
Math. Program. 106(2): 225-236 (2006) |
27 | EE | 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 |
26 | EE | Nicolò Cesa-Bianchi,
Claudio Gentile:
Improved risk tail bounds for on-line algorithms.
NIPS 2005 |
25 | EE | Nicolò Cesa-Bianchi,
Alex Conconi,
Claudio Gentile:
A Second-Order Perceptron Algorithm.
SIAM J. Comput. 34(3): 640-668 (2005) |
2004 |
24 | EE | Nicolò Cesa-Bianchi,
Alex Conconi,
Claudio Gentile:
Regret Bounds for Hierarchical Classification with Linear-Threshold Functions.
COLT 2004: 93-108 |
23 | EE | Nicolò Cesa-Bianchi,
Claudio Gentile,
Andrea Tironi,
Luca Zaniboni:
Incremental Algorithms for Hierarchical Classification.
NIPS 2004 |
22 | EE | Nicolò Cesa-Bianchi,
Claudio Gentile,
Luca Zaniboni:
Worst-Case Analysis of Selective Sampling for Linear-Threshold Algorithms.
NIPS 2004 |
21 | | 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) |
2003 |
20 | EE | Nicolò Cesa-Bianchi,
Alex Conconi,
Claudio Gentile:
Learning Probabilistic Linear-Threshold Classifiers via Selective Sampling.
COLT 2003: 373-387 |
19 | EE | Claudio Gentile:
Fast Feature Selection from Microarray Expression Data via Multiplicative Large Margin Algorithms.
NIPS 2003 |
18 | EE | Giovanni Felici,
Claudio Gentile:
Zero-Lifting for Integer Block Structured Problems.
J. Comb. Optim. 7(2): 161-167 (2003) |
17 | EE | Claudio Gentile:
Guest Editor's Introduction.
Machine Learning 51(3): 215-216 (2003) |
16 | EE | Claudio Gentile:
The Robustness of the p-Norm Algorithms.
Machine Learning 53(3): 265-299 (2003) |
2002 |
15 | EE | Nicolò Cesa-Bianchi,
Alex Conconi,
Claudio Gentile:
A Second-Order Perceptron Algorithm.
COLT 2002: 121-137 |
14 | EE | Claudio Gentile,
Utz-Uwe Haus,
Matthias Köppe,
Giovanni Rinaldi,
Robert Weismantel:
A Primal Approach to the Stable Set Problem.
ESA 2002: 525-537 |
13 | EE | Nicolò Cesa-Bianchi,
Alex Conconi,
Claudio Gentile:
Margin-Based Algorithms for Information Filtering.
NIPS 2002: 470-477 |
12 | EE | 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 | EE | 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 | EE | Nicolò Cesa-Bianchi,
Alex Conconi,
Claudio Gentile:
On the Generalization Ability of On-Line Learning Algorithms.
NIPS 2001: 359-366 |
9 | EE | 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 | EE | 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 | EE | Claudio Gentile,
Nick Littlestone:
The Robustness of the p-Norm Algorithms.
COLT 1999: 1-11 |
1998 |
4 | EE | Claudio Gentile,
David P. Helmbold:
Improved Lower Bounds for Learning from Noisy Examples: An Information-Theoretic Approach.
COLT 1998: 104-115 |
3 | EE | 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 | EE | Bruno Apolloni,
Claudio Gentile:
Sample Size Lower Bounds in PAC Learning by Algorithmic Complexity Theory.
Theor. Comput. Sci. 209(1-2): 141-162 (1998) |