B
B. Biggio, Fumera, G., e Roli, F.,
«Evade Hard Multiple Classifier Systems», in
Supervised and Unsupervised Ensemble Methods and Their Applications, vol 245,
O. Okun e Valentini, G. Springer Berlin / Heidelberg, 2009, pagg 15-38.
(562.89 KB) B. Biggio, Corona, I., Maiorca, D., Nelson, B., Srndic, N., Laskov, P., Giacinto, G., e Roli, F.,
«Evasion attacks against machine learning at test time», in
European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), 2013, vol 8190, pagg 387-402.
(473.78 KB) B. Biggio, Fumera, G., e Roli, F.,
«Multiple Classifier Systems under Attack», in
9th Int. Workshop on Multiple Classifier Systems (MCS 2010), Cairo, Egypt, 2010, vol 5997, pagg 74–83.
(231.42 KB) B. Biggio, Fumera, G., Pillai, I., Roli, F., e Satta, R.,
«Evading SpamAssassin with obfuscated text images»,
Virus Bulletin, n° 11-2007, 2007.
(689 KB) B. Biggio, Corona, I., He, Z. - M., Chan, P. P. K., Giacinto, G., Yeung, D. S., e Roli, F.,
«One-and-a-half-class Multiple Classifier Systems for Secure Learning against Evasion Attacks at Test Time», in
Int'l Workshop on Multiple Classifier Systems (MCS), 2015, vol 9132, pagg 168-180.
(467.23 KB) B. Biggio, Fumera, G., e Roli, F.,
«Evade Hard Multiple Classifier Systems», in
Workshop on Supervised and Unsupervised Ensemble Methods and Their Applications (SUEMA 2008), Patras, Greece, 2008.
(185.01 KB) B. Biggio, Fumera, G., Marcialis, G. L., e Roli, F.,
«Statistical Meta-Analysis of Presentation Attacks for Secure Multibiometric Systems»,
IEEE Transactions on Pattern Analysis and Machine Intelligence, vol 39, n° 3, pagg 561-575, 2017.
(5.7 MB) B. Biggio, Fumera, G., Roli, F., e Didaci, L.,
«Poisoning adaptive biometric systems», in
9th Int'l Workshop on Statistical Techniques in Pattern Recognition (SPR 2012), 2012, vol 7626, pagg 417-425.
(637.79 KB) B. Biggio, Fumera, G., e Roli, F.,
«Pattern Recognition Systems under Attack: Design Issues and Research Challenges»,
Int'l J. Patt. Recogn. Artif. Intell., vol 28, n° 7, pag 1460002, 2014.
(1.41 MB) B. Biggio, Fumera, G., e Roli, F.,
«Bayesian Analysis of Linear Combiners», in
7th Int. Workshop on Multiple Classifier Systems (MCS 2007), Prague, Czech Republic, 2007, vol 4472, pagg 292-301.
(149.24 KB) B. Biggio, Fumera, G., e Roli, F.,
«Design of Robust Classifiers for Adversarial Environments», in
IEEE International Conference on Systems, Man, and Cybernetics (SMC 2011), Anchorage, Alaska, USA, 2011, pagg 977–982.
(328.68 KB) B. Biggio, Fumera, G., e Roli, F.,
«Bayesian Linear Combination of Neural Networks», in
Innovations in Neural Information Paradigms and Applications, vol 247,
M. Bianchini, Maggini, M., Scarselli, F., e Jain, L. C. Springer Berlin / Heidelberg, 2009, pagg 201-230.
(435.32 KB) B. Biggio, Rota Bulò, S., Pillai, I., Mura, M., Zemene Mequanint, E., Pelillo, M., e Roli, F.,
«Poisoning complete-linkage hierarchical clustering», in
Joint IAPR Int'l Workshop on Structural, Syntactic, and Statistical Pattern Recognition (LNCS), Joensuu, Finland, 2014, vol 8621, pagg 42-52.
(388.31 KB) B. Biggio,
«Adversarial Pattern Classification», University of Cagliari, Cagliari (Italy), 2010.
(2.65 MB) B. Biggio, Fumera, G., Russu, P., Didaci, L., e Roli, F.,
«Adversarial Biometric Recognition: A Review on Biometric System Security from the Adversarial Machine Learning Perspective»,
IEEE Signal Processing Magazine, vol 32, n° 5, pagg 31-41, 2015.
(751.08 KB) B. Biggio,
«On Learning and Recognition of Secure Patterns (Invited keynote at AISec '14)», in
AISec'14: Proceedings of the 2014 ACM Workshop on Artificial Intelligence and Security, co-located with CCS '14, Scottsdale, Arizona, USA, 2014, pagg 1-2.
(110.67 KB) B. Biggio, Fumera, G., Pillai, I., e Roli, F.,
«A survey and experimental evaluation of image spam filtering techniques»,
Pattern Recognition Letters, vol 32, pagg 1436 - 1446, 2011.
(2.12 MB) B. Biggio, Melis, M., Fumera, G., e Roli, F.,
«Sparse Support Faces», in
Int'l Conf. on Biometrics (ICB), 2015, pagg 208-213.
(702.84 KB) B. Biggio, Nelson, B., e Laskov, P.,
«Poisoning attacks against support vector machines», in
29th Int'l Conf. on Machine Learning (ICML), 2012, pagg 1807–1814.
(452.94 KB) B. Biggio, Akhtar, Z., Fumera, G., Marcialis, G. L., e Roli, F.,
«Robustness of multi-modal biometric verification systems under realistic spoofing attacks», in
Int’l Joint Conference on Biometrics (IJCB), Washington DC, USA, 2011.
(2.25 MB) B. Biggio, Fumera, G., e Roli, F.,
«Adversarial Pattern Classification Using Multiple Classifiers and Randomisation», in
12th Joint IAPR International Workshop on Structural and Syntactic Pattern Recognition (SSPR 2008), Orlando, Florida, USA, 2008.
(395.38 KB)