B
L. Bruzzone, Conese, C., Maselli, F., e Roli, F.,
«Multisource classification of complex rural areas by statistical and neural-network approaches»,
Int. Journal on Photogrammetric Engineering and Remote Sensing (PE&RS), vol 63, pagg 523-533, 1997.
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, Didaci, L., Fumera, G., e Roli, F.,
«Poisoning attacks to compromise face templates», in
6th IAPR Int'l Conf. on Biometrics (ICB), Madrid, Spain, 2013.
(844.61 KB) B. Biggio, Fumera, G., e Roli, F.,
«Multiple Classifier Systems for Adversarial Classification Tasks», in
8th Int. Workshop on Multiple Classifier Systems (MCS 2009), Reykjavik, Iceland, 2009, vol 5519, pagg 132-141.
(459.88 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, Akhtar, Z., Fumera, G., Marcialis, G. L., e Roli, F.,
«Security evaluation of biometric authentication systems under real spoofing attacks»,
IET Biometrics, vol 1, n° 1, pagg 11-24, 2012.
(3.21 MB) B. Biggio, Corona, I., Fumera, G., Giacinto, G., e Roli, F.,
«Bagging classifiers for fighting poisoning attacks in adversarial classification tasks», in
Multiple Classifier Systems (MCS 2011), 2011, vol 6713, pagg 350-359.
(231.43 KB) 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, 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, 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, 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, Fumera, G., e Roli, F.,
«Security evaluation of pattern classifiers under attack»,
IEEE Transactions on Knowledge and Data Engineering, vol 26, n° 4, pagg 984-996, 2014.
(1.35 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., Pillai, I., e Roli, F.,
«Improving Image Spam Filtering Using Image Text Features», in
Fifth Conference on Email and Anti-Spam (CEAS 2008), Mountain View, CA, USA, 2008.
(154.27 KB) B. Biggio, Corona, I., Nelson, B., Rubinstein, B. I. P., Maiorca, D., Fumera, G., Giacinto, G., e Roli, F.,
«Security Evaluation of Support Vector Machines in Adversarial Environments», in
Support Vector Machines Applications,
Y. Ma e Guo, G. Springer International Publishing, 2014, pagg 105-153.
(687.1 KB) B. Biggio, Nelson, B., e Laskov, P.,
«Support Vector Machines Under Adversarial Label Noise», in
Journal of Machine Learning Research - Proc. 3rd Asian Conference on Machine Learning (ACML 2011), Taoyuan, Taiwan, 2011, vol 20, pagg 97-112.
(533.74 KB) B. Biggio,
«Adversarial Pattern Classification», University of Cagliari, Cagliari (Italy), 2010.
(2.65 MB) 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., 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, 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)