Publications

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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, 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., «Multiple Classifier Systems for Robust Classifier Design in Adversarial Environments», Journal of Machine Learning and Cybernetics, vol 1, pagg 27–41, 2010. (844.91 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, 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, Fumera, G., Marcialis, G. L., e Roli, F., «Security of pattern recognition systems in adversarial environments». 2012. (235.41 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., 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, 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., Pillai, I., Roli, F., e Satta, R., «Evading SpamAssassin with obfuscated text images», Virus Bulletin, n° 11-2007, 2007. (689 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, 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)
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.
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.
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A. Carcangiu, Spano, L. Davide, Fumera, G., e Roli, F., «DEICTIC: a Compositional and Declarative Gesture Description based on Hidden Markov Model», International Journal of Human-Computer Studies, In Press.
M. Mohan Chakka, Anjos, A., Marcel, S., Tronci, R., Muntoni, D., Fadda, G., Pili, M., Sirena, N., Murgia, G., Ristori, M., e Roli, F., «Competition on Counter Measures to 2-D Facial Spoofing Attacks», in International Joint Conference on Biometrics (IJCB 2011), 2011.
P. Coli, Marcialis, G. L., e Roli, F., «Analysis and selection of features for the fingerprint vitality detection», in Joint IAPR Int. Workshop. on Structural and Syntactical Pattern Recognition and Statistical Techniques in Pattern Recognition S+SSPR06, 2006, vol 4109, pagg 907-915.
P. Coli, Marcialis, G. L., e Roli, F., «Fingerprint silicon replicas: static and dynamic features for vitality detection using an optical capture device», International Journal of Image and Graphics, vol 8, pagg 495-512, 2008.
P. Coli, Marcialis, G. L., e Roli, F., «Vitality detection from fingerprint images: a critical survey», in 2nd International Conference on Biometrics ICB 2007, Seoul (South Korea), 2007, vol 4642, pagg 722-731.
P. Coli, Marcialis, G. L., e Roli, F., «Power spectrum-based fingerprint vitality detection», in IEEE Workshop on Automatic Identification Advanced Technologies AutoID 2007, 2007, pagg 169-173.
P. Coli, «Vitality detection in personal authentication systems using fingerprints», Cagliari (Italy), 2008.

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