Publications
Found 31 results
Book Chapter
Battista Biggio, Giorgio Fumera, Fabio Roli ,
"Bayesian Linear Combination of Neural Networks",
Innovations in Neural Information Paradigms and Applications, vol. 247: Springer Berlin / Heidelberg, pp. 201-230, 2009 .
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Battista Biggio, Giorgio Fumera, Fabio Roli ,
"Evade Hard Multiple Classifier Systems",
Supervised and Unsupervised Ensemble Methods and Their Applications, vol. 245: Springer Berlin / Heidelberg, pp. 15-38, 2009 .
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Journal Article
Battista Biggio, Zahid Akhtar, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli ,
"Security evaluation of biometric authentication systems under real spoofing attacks",
IET Biometrics, vol. 1, issue 1, pp. 11-24, 2012 .
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Conference Paper
Battista Biggio, Igino Corona, Davide Maiorca, Blaine Nelson, Nedim Srndic, Pavel Laskov, Giorgio Giacinto, Fabio Roli ,
"Evasion attacks against machine learning at test time",
European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2013) , Prague (Czech Republic), 23/09/2013.
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Battista Biggio, Giorgio Fumera, Fabio Roli ,
"Learning Sparse Kernel Machines with Biometric Similarity Functions for Identity Recognition",
IEEE 5th International Conference on Biometrics: Theory, Applications and Systems (BTAS 2012), Washington DC (USA), pp. 325 -330, 2012 .
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Battista Biggio, Giorgio Fumera, Fabio Roli, Luca Didaci ,
"Poisoning adaptive biometric systems",
9th Int'l Workshop on Statistical Techniques in Pattern Recognition (SPR 2012), vol. 7626, pp. 417-425, 2012 .
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Battista Biggio, Giorgio Fumera, Fabio Roli ,
"Design of Robust Classifiers for Adversarial Environments",
Systems, Man, and Cybernetics (SMC), 2011 IEEE International Conference on, Anchorage, Alaska, USA, pp. 977--982, October.
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Blaine Nelson, Battista Biggio, Pavel Laskov ,
"Microbagging Estimators: An Ensemble Approach to Distance-weighted Classifiers",
Journal of Machine Learning Research - Proc. 3rd Asian Conference on Machine Learning (ACML 2011), vol. 20, Taoyuan, Taiwan, pp. 63-79, November.
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Battista Biggio, Blaine Nelson, Pavel Laskov ,
"Support Vector Machines Under Adversarial Label Noise",
Journal of Machine Learning Research - Proc. 3rd Asian Conference on Machine Learning (ACML 2011), vol. 20, Taoyuan, Taiwan, pp. 97-112, November.
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Blaine Nelson, Battista Biggio, Pavel Laskov ,
"Understanding the Risk Factors of Learning in Adversarial Environments",
4th ACM Workshop on Artificial Intelligence and Security (AISec 2011), Chicago, IL, USA, pp. 87--92, October.
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Battista Biggio, Giorgio Fumera, Fabio Roli ,
"Multiple Classifier Systems under Attack",
9th Int. Workshop on Multiple Classifier Systems (MCS 2010), vol. 5997, Cairo, Egypt, Springer, pp. 74--83, 07/04/2010.
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Battista Biggio, Giorgio Fumera, Fabio Roli ,
"Multiple Classifier Systems for Adversarial Classification Tasks",
8th Int. Workshop on Multiple Classifier Systems (MCS 2009), vol. 5519, Reykjavik, Iceland, Springer, pp. 132-141, 10/06/2009.
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Battista Biggio, Giorgio Fumera, Fabio Roli ,
"Adversarial Pattern Classification Using Multiple Classifiers and Randomisation",
12th Joint IAPR International Workshop on Structural and Syntactic Pattern Recognition (SSPR 2008), Orlando, Florida, USA, Springer-Verlag, 04/12/2008.
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Battista Biggio, Giorgio Fumera, Fabio Roli ,
"Evade Hard Multiple Classifier Systems",
Workshop on Supervised and Unsupervised Ensemble Methods and Their Applications (SUEMA 2008), Patras, Greece, 21/07/2008.
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Battista Biggio, Giorgio Fumera, Fabio Roli ,
"Bayesian Analysis of Linear Combiners",
7th Int. Workshop on Multiple Classifier Systems (MCS 2007), vol. 4472, Prague, Czech Republic, Springer, pp. 292-301, 23/05/2007.
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