Publications

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L. Didaci, Marcialis, G. L., e Roli, F., «A Theoretical and Experimental Analysis of Template Co-update in Biometric Verification Systems», in Joint IAPR Int. Workshop on Structural and Syntactical Pattern Recognition and Statistical Techniques in Pattern Recognition S+SSPR08, Orlando (Florida, USA), 2008.
G. Giacinto e Roli, F., «A theoretical framework for dynamic classifier selection», in 15th International Conference on Pattern Recognition, Barcelona, Spain, 2000, vol 2, pagg 8-11.
J. Galbally e Satta, R., «Three-dimensional and two-and-a-half- dimensional face recognition spoofing using three-dimensional printed models», IET Biometrics, vol 5, n° 2, 2016. (1.33 MB)
I. Pillai, Fumera, G., e Roli, F., «Threshold optimisation for multi-label classifiers», Pattern Recognition, vol 46, n° 7, 2013. (445.97 KB)
R. Wong, Poh, N., e Marcialis, G. L., «Toward an attack-sensitive tamper-resistant biometric recognition with a symmetric matcher: A fingerprint case study», in IEEE Symposium on Computational Intelligence in Biometrics and Identity Management (CIBIM), Dec., 9-11, 2014, Orlando (Florida), 2014, pagg 175-180. (1.32 MB)
D. Maiorca, Biggio, B., e Giacinto, G., «Towards Adversarial Malware Detection: Lessons Learned from PDF-based Attacks», ACM Computing Surveys, vol 52, n° 4, 2019. (1.21 MB)
L. Muñoz-González, Biggio, B., Demontis, A., Paudice, A., Wongrassamee, V., Lupu, E. C., e Roli, F., «Towards Poisoning of Deep Learning Algorithms with Back-gradient Optimization», in 10th ACM Workshop on Artificial Intelligence and Security, 2017, pagg 27-38.
J. - M. Xu, Fumera, G., Roli, F., e Zhou, Z. - H., «Training SpamAssassin with Active Semi-supervised Learning», in 6th Conference on Email and Anti-Spam (CEAS 2009), Mountain View, CA, USA, 2009.
G. Fumera, Pillai, I., e Roli, F., «A Two-Stage Classifier with Reject Option for Text Categorisation», in 5th Int. Workshop on Statistical Techniques in Pattern Recognition (SPR 2004), Lisbon, Portugal, 2004, vol 3138, pagg 771-779. (151.61 KB)
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L. Piras e Giacinto, G., «Unbalanced learning in Content-Based Image Classification and Retrieval», in IEEE International Conference on Multimedia & Expo (ICME), Singapore, 2010. (177.33 KB)
B. Nelson, Biggio, B., e Laskov, P., «Understanding the Risk Factors of Learning in Adversarial Environments», in 4th ACM Workshop on Artificial Intelligence and Security (AISec 2011), Chicago, IL, USA, 2011, pagg 87–92. (132.42 KB)
C. Cusano, Satta, R., e Santini, S., «Unsupervised Classemes», in 2012 ECCV Workshop on Information Fusion in Computer Vision for Concept Recognition (IFCVCR 2012), Firenze (Italy), 2012. (259.36 KB)
G. Giacinto, Roli, F., e Fumera, G., «Unsupervised Learning of Neural Network Ensembles for Image Classification», in IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN 2000), Como, Italy, 2000, vol III, pagg 155-159.
R. Satta e Stirparo, P., «On the usage of Sensor Pattern Noise for Picture-to-Identity linking through social network accounts», in 9th International Conference on Computer Vision Theory and Applications (VISAPP 2014), Lisbon, Portugal, 2014. (340.78 KB)
L. Piras, Furcas, D., e Giacinto, G., «User-driven Nearest-Neighbour Exploration of Image Archives», in 4th International Conference on Pattern Recognition Applications and Methods (ICPRAM), Lisbon, Portugal, 2015, pagg 181 - 189. (376.55 KB)
L. Didaci e Roli, F., «Using Co-training and Self-training in Semi-Supervised Multiple Classifier Systems», in Statistical Techniques in Pattern Recognition, Hong Kong, China, 2006.
M. Ahmed, Didaci, L., Fumera, G., Roli, F., e Lavi, B., «Using Diversity for Classifier Ensemble Pruning: An Empirical Investigation», Theoretical and Applied Informatics, In Press.
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G. L. Marcialis, Roli, F., Andronico, P., Multineddu, P., Coli, P., e Delogu, G., «Video Biometric Surveillance and Forensic Image Analysis», in First Workshop on Video Surveillance projects in Italy (VISIT 2008), Modena (Italy), 2008.
M. A. A. Dewan, Granger, E., Sabourin, R., Marcialis, G. L., e Roli, F., «Video Face Recognition From A Single Still Image Using an Adaptive Appearance Model Tracker», in IEEE Symposium Series on Computational Intelligence: IEEE Symposium on Computational Intelligence in Biometrics and Identity Management (CIBIM 2015), 2015, pagg 192-202. (533.82 KB)
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, «Vitality detection in personal authentication systems using fingerprints», Cagliari (Italy), 2008.
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D. M. Freeman, Jain, S., Duermuth, M., Biggio, B., e Giacinto, G., «Who Are You? A Statistical Approach to Measuring User Authenticity», in Proc. 23rd Annual Network & Distributed System Security Symposium (NDSS), 2016. (764.14 KB)
A. Demontis, Melis, M., Pintor, M., Jagielski, M., Biggio, B., Oprea, A., Nita-Rotaru, C., e Roli, F., «Why Do Adversarial Attacks Transfer? Explaining Transferability of Evasion and Poisoning Attacks», in 28th Usenix Security Symposium, Santa Clara, California, USA, 2019, vol 28th {USENIX} Security Symposium ({USENIX} Security 19), pag 321--338. (1.09 MB)
G. L. Marcialis, Didaci, L., Pisano, A., Granger, E., e Roli, F., «Why template self-update should work in biometric authentication systems?», in Information Science, Signal Processing and their Applications (ISSPA), 2012 11th International Conference on, Montreal, QC, 2012.
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)

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