Publications

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L. Bruzzone, Roli, F., e Serpico, S. B., «An extension of the Jeffreys-Matusita distance to multiclass cases for feature selection», IEEE Transactions on Geoscience and Remote Sensing, vol 33, pagg 1318-1321, 1995.
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., 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, 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, 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., Pillai, I., e Roli, F., «Image Spam Filtering Using Visual Information», in 14th Int. Conf. on Image Analysis and Processing (ICIAP 2007), Modena, Italy, 2007, pagg 105–110. (173.32 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, 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 e Roli, F., «Wild Patterns: Ten Years After the Rise of Adversarial Machine Learning», Pattern Recognition, vol 84, pagg 317-331, 2018. (3.76 MB)
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., Marcialis, G. L., e Roli, F., «Security of pattern recognition systems in adversarial environments». 2012. (235.41 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, 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., 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, «Machine Learning under Attack: Vulnerability Exploitation and Security Measures (Invited Keynote at IH&MMSec '16)», in 4th ACM Workshop on Information Hiding & Multimedia Security, Vigo, Spain, 2016, pagg 1-2. (138.98 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)

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