Publications

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Conference Paper
A. Emanuele Cinà, Vascon, S., Demontis, A., Biggio, B., Roli, F., and Pelillo, M., “The Hammer and the Nut: Is Bilevel Optimization Really Needed to Poison Linear Classifiers?”, in International Joint Conference on Neural Networks, (IJCNN) 2021, Shenzhen, China, 2021, pp. 1–8.
G. L. Marcialis and Roli, F., “High security fingerprint verification by perceptron-based fusion of multiple matchers”, in 5th International Workshop on Multiple Classifiers Systems (MCS04), Cagliari (Italy), 2004, vol. 3077, pp. 364-373.
B. Biggio, Fumera, G., Pillai, I., and Roli, F., “Image Spam Filtering by Content Obscuring Detection”, in Fourth Conference on Email and Anti-Spam (CEAS 2007), Microsoft Research Silicon Valley, Mountain View, California, 2007. (486.14 KB)
F. Roli, Biggio, B., Fumera, G., Pillai, I., and Satta, R., “Image Spam Filtering by Detection of Adversarial Obfuscated Text”, in NIPS Workshop on Machine Learning in Adversarial Environments for Computer Security, Whistler, British Columbia, Canada, 2007. (361.97 KB)
G. Fumera, Pillai, I., Roli, F., and Biggio, B., “Image spam filtering using textual and visual information”, in MIT Spam Conference 2007, Cambridge, MA, USA, 2007. (513.42 KB)
B. Biggio, Fumera, G., Pillai, I., and Roli, F., “Image Spam Filtering Using Visual Information”, in 14th Int. Conf. on Image Analysis and Processing (ICIAP 2007), Modena, Italy, 2007, pp. 105–110. (173.32 KB)
B. Biggio, Fumera, G., Pillai, I., and 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)
R. Tronci, Giacinto, G., and Roli, F., “Index Driven Combination of Multiple Biometric Experts for AUC Maximisation”, in 7th International Workshop on Multiple Classifiers Systems MCS 2007, Prague (Czech Republic), 2007, vol. 4472, pp. 357-366.
R. Tronci, Giacinto, G., and Roli, F., “Index Driven Combination of Multiple Biometric Experts for AUC Maximisation”, in 7th International Workshop on Multiple Classifiers Systems MCS 2007, Prague (Czech Republic), 2007, vol. 4472, pp. 357-366.
G. Giacinto and Roli, F., “Instance-Based Relevance Feedback for Image Retrieval”, in Advances in Neural Information Processing Systems (NIPS) 17, 2005, pp. 489-496.
G. Giacinto and Roli, F., “Intrusion Detection in Computer Networks by Multiple Classifier Systems”, in 16th International Conference on Pattern Recognition (ICPR 2002), Quebec City, Canada, 2002, vol. II, pp. 390-393.
I. Corona, Giacinto, G., and Roli, F., “Intrusion detection in computer systems as a pattern recognition task in adversarial environment: a critical review”, in Workshop on Neural Information Processing Systems (NIPS), Whistler, British Columbia, Canada, 2007.
D. Ariu, Corona, I., Giacinto, G., Perdisci, R., and Roli, F., “Intrusion Detection Systems based on anomaly detection techniques”, in Italian Workshop on Privacy and Security (PRISE), Rome, 2007.
G. L. Marcialis, Ghiani, L., Vetter, K., Morgeneier, D., and Roli, F., “Large Scale Experiments on Fingerprint Liveness Detection”, in Joint IAPR Int. Work. on Structural and Statistical Pattern Recognition (SPR & SSPR 2012), Hiroshima (Japan), 2012. (452.46 KB)
B. Biggio, Fumera, G., and 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, pp. 325 -330. (336.11 KB)
G. Fumera and 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, pp. 74-83.
D. Yambay, Ghiani, L., Denti, P., Marcialis, G. L., Roli, F., and 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)
L. Ghiani, Yambay, D., Mura, V., Tocco, S., Marcialis, G. L., Roli, F., and Schuckers, S., “LivDet 2013 – Fingerprint Liveness Detection Competition”, in IAPR/IEEE 6th Int. Conf. on Biometrics (ICB 2013), Madrid (Spain), 2013. (755.98 KB)
V. Mura, Yambay, D., Ghiani, L., Marcialis, G. L., Schuckers, S., and 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)
D. Ariu, Giacinto, G., and 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)
D. Ariu, Corona, I., Giacinto, G., and 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)
G. Fumera, Roli, F., and Vernazza, G., “A Method for Error Rejection in Multiple Classifier Systems”, in 11th International Conference on Image Analysis and Processing (ICIAP 2001), 2001, pp. 454-458.
F. Roli, Giacinto, G., and Vernazza, G., “Methods for Designing Multiple Classifier Systems”, in 2nd Int. Workshop on Multiple Classifier Systems (MCS 2001), Cambridge, United Kingdom, 2001, vol. 2096, pp. 78-87.
G. Giacinto and Roli, F., “Methods for Dynamic Classifier Selection”, in 10th International Conference on Image Analysis and Processing, Venice, Italy, 1999, pp. 659-664.
L. Didaci, Marcialis, G. L., and Roli, F., “Modelling FRR of biometric verification systems using the template co-update algorithm”, in 3rd International Conference on Biometrics, Alghero (Italy), 2009, vol. 5558, pp. 765-774.

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