Publications

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B. Nelson, Biggio, B., e Laskov, P., «Microbagging Estimators: An Ensemble Approach to Distance-weighted Classifiers», in Journal of Machine Learning Research - Proc. 3rd Asian Conference on Machine Learning (ACML 2011), Taoyuan, Taiwan, 2011, vol 20, pagg 63-79. (481.46 KB)
G. Giacinto e Roli, F., «Methods for Dynamic Classifier Selection», in 10th International Conference on Image Analysis and Processing, Venice, Italy, 1999, pagg 659-664.
F. Roli, Giacinto, G., e Vernazza, G., «Methods for Designing Multiple Classifier Systems», in 2nd Int. Workshop on Multiple Classifier Systems (MCS 2001), Cambridge, United Kingdom, 2001, vol 2096, pagg 78-87.
G. Fumera, Roli, F., e Vernazza, G., «A Method for Error Rejection in Multiple Classifier Systems», in 11th International Conference on Image Analysis and Processing (ICIAP 2001), 2001, pagg 454-458.
D. Ariu, Corona, I., Giacinto, G., e Roli, F., «McPAD and HMMWeb: two different approaches for the detection of attacks against Web applications», in Italian Workshop on Privacy and Security (PRISE), Rome, 2008. (309.2 KB)
R. Perdisci, Ariu, D., Fogla, P., Giacinto, G., e Lee, W., «McPAD: A Multiple Classifier System for Accurate Payload-based Anomaly Detection», Computer Networks, vol 53, pagg 864-881, 2009. (882.94 KB)
C. Ruiz, Arroyo, S., Krsteski, I., Dago, P., Sanchez, J., Perez-Freire, L., De Rosa, A., Fontani, M., Costanzo, A., Piva, A., Ariu, D., Piras, L., Ahumada, R., e Jerian, M., «The maven project: Management and Authenticity Verification of multimedia contents», in Multimedia Expo Workshops (ICMEW), 2015 IEEE International Conference on, 2015, pagg 1-4. (194.87 KB)
A. Gambardella, Giacinto, G., e Migliaccio, M., «On the Mathematical Formulation of the SAR Oil-Spill Observation Problem», in IEEE International Geoscience and Remote Sensing Symposium, 2008. IGARSS 2008, 2008, vol 3, pag III -1382-III -1385.
M. Jagielski, Oprea, A., Biggio, B., Liu, C., Nita-Rotaru, C., e Li, B., «Manipulating Machine Learning: Poisoning Attacks and Countermeasures for Regression Learning», in 39th IEEE Symposium on Security and Privacy, 2018. (1.02 MB)
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)
D. Ariu, Corona, I., Tronci, R., e Giacinto, G., «Machine Learning in Security Applications», in Machine Learning, Software Engineering and Standardization, P. Perner ibai-publishing, 2013.
D. Ariu, Giacinto, G., e Roli, F., «Machine Learning in Computer Forensics (and the Lessons Learned from Machine Learning in Computer Security)», in AISec 2011: 4th ACM Workshop on Artificial Intelligence and Security, Chicago, IL, USA, 2011. (379.05 KB)
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I. Corona, Maiorca, D., Ariu, D., e Giacinto, G., «Lux0R: Detection of Malicious PDF-embedded JavaScript code through Discriminant Analysis of API References», in AISec'14: Proceedings of the 2014 ACM Workshop on Artificial Intelligence and Security, co-located with CCS '14, Scottdale, Arizona, USA, 2014. (455.14 KB)
R. Soleymani, Granger, E., e Fumera, G., «Loss Factors for Learning Boosting Ensembles from Imbalanced Data», in 23rd International Conference on Pattern Recognition (ICPR 2016), Cancún, Mexico, 2016. (435.44 KB)
D. Maiorca, Corona, I., e Giacinto, G., «Looking at the Bag is not Enough to Find the Bomb: an Evasion of Structural Methods for Malicious PDF Files Detection», in 8th ACM Symposium on Information, Computer and Communications Security (ASIACCS 2013), Hangzhou, China, 2013. (2.12 MB)
C. - T. Li e Satta, R., «On the Location-Dependent Quality of the Sensor Pattern Noise and Its Implication in Multimedia Forensics», in 4th International Conference on Imaging for Crime Detection and Prevention (ICDP 2011), London, United Kingdom, 2011. (399.99 KB)
G. L. Marcialis, Roli, F., e Schuckers, S., «Liveness Detection Competition 2009», Biometric Technology Today, vol 17, n° 3, 2009.
V. Mura, Yambay, D., Ghiani, L., Marcialis, G. L., Schuckers, S., e Roli, F., «LivDet 2015 – Fingerprint Liveness Detection Competition 2015», in 7th IEEE Int. Conference on Biometrics: Technology, Applications and Systems (BTAS 2015), 2015. (178.26 KB)
L. Ghiani, Yambay, D., Mura, V., Tocco, S., Marcialis, G. L., Roli, F., e Schuckers, S., «LivDet 2013 – Fingerprint Liveness Detection Competition», in IAPR/IEEE 6th Int. Conf. on Biometrics (ICB 2013), Madrid (Spain), 2013. (755.98 KB)
D. Yambay, Ghiani, L., Denti, P., Marcialis, G. L., Roli, F., e Schuckers, S., «LivDet 2011 – Fingerprint Liveness Detection Competition 2011», in 5th IAPR/IEEE Int. Conf. on Biometrics (ICB 2012), New Delhi (India), 2012. (1.31 MB)
F. Roli, «Linear Combiners for Fusion of Pattern Classifiers», 2002.
G. Fumera e Roli, F., «Linear Combiners for Classifier Fusion: Some Theoretical and Experimental Results», in 4th Int. Workshop on Multiple Classifier Systems (MCS 2003), Guildford, UK, 2003, vol 2709, pagg 74-83.
V. - T. Ninh, Le, T. - K., Zhou, L., Piras, L., Riegler, M., Lux, M., Tran, M. - T., Gurrin, C., e Dang-Nguyen, D. - T., «LIFER 2.0: Discovering Personal Lifelog Insights using an Interactive Lifelog Retrieval System», in Working Notes of {CLEF} 2019 - Conference and Labs of the Evaluation Forum, Lugano, Switzerland, September 9-12, 2019., 2019. (1.56 MB)
B. Biggio, Fumera, G., e Roli, F., «Learning Sparse Kernel Machines with Biometric Similarity Functions for Identity Recognition», in IEEE 5th International Conference on Biometrics: Theory, Applications and Systems (BTAS 2012), Washington DC (USA), 2012, pagg 325 -330. (336.11 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)

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