Publications

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Journal Article
G. Fumera and Roli, F., Analysis of error-reject trade-off in linearly combined multiple classifiers, Pattern Recognition, vol. 37, pp. 1245-1265, 2004.
R. Perdisci, Giacinto, G., and Roli, F., Alarm clustering for intrusion detection systems in computer networks, Engineering Applications of Artificial Intelligence, vol. 19, pp. 429-438, 2006.
F. Roli, Adversarial Pattern Classification, 2009.
F. Zhang, Chan, P. P. K., Biggio, B., Yeung, D. S., and Roli, F., Adversarial Feature Selection Against Evasion Attacks, IEEE Transactions on Cybernetics, vol. 46, no. 3, pp. 766-777, 2016. (2.12 MB)
B. Biggio, Fumera, G., Russu, P., Didaci, L., and Roli, F., Adversarial Biometric Recognition: A Review on Biometric System Security from the Adversarial Machine Learning Perspective, IEEE Signal Processing Magazine, vol. 32, no. 5, pp. 31-41, 2015. (751.08 KB)
I. Corona, Giacinto, G., and Roli, F., Adversarial Attacks against Intrusion Detection Systems: Taxonomy, Solutions and Open Issues, Information Sciences, vol. 239, 2013. (1.49 MB)
C. Pagano, Granger, E., Sabourin, R., Marcialis, G. L., and Roli, F., Adaptive Ensembles for Face Recognition in Changing Video Surveillance Environments, Information Sciences, vol. 206, 2014. (3.17 MB)
F. Roli, Adaptive Biometric Systems, 2011.
M. A. A. Dewan, Granger, E., Marcialis, G. L., Sabourin, R., and Roli, F., Adaptive Appearance Model Tracking for Still-to-Video Face Recognition, Pattern Recognition, vol. 49, no. 1, 2016. (6.51 MB)
Conference Proceedings
I. Corona, Contini, M., Ariu, D., Giacinto, G., Roli, F., Lund, M., and Marinelli, G., PharmaGuard: Automatic Identification of Illegal Search-Indexed Online Pharmacies, IEEE International Conference on Cybernetics - Special session Cybersecurity (CYBERSEC). IEEE, Gdynia, Poland , pp. 324 - 329, 2015. (1.44 MB) (3.4 MB)
I. Corona, Biggio, B., Contini, M., Piras, L., Corda, R., Mereu, M., Mureddu, G., Ariu, D., and Roli, F., DeltaPhish: Detecting Phishing Webpages in Compromised Websites, 22nd European Symposium on Research in Computer Security (ESORICS), vol. 10492. Springer International Publishing, Norway, September 11-15, 2017, pp. 370–388, 2017. (4.13 MB)
Conference Paper
G. L. Marcialis, Didaci, L., Pisano, A., Granger, E., and 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.
A. Demontis, Melis, M., Pintor, M., Jagielski, M., Biggio, B., Oprea, A., Nita-Rotaru, C., and 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), p. 321--338. (1.09 MB)
P. Coli, Marcialis, G. L., and Roli, F., Vitality detection from fingerprint images: a critical survey, in 2nd International Conference on Biometrics ICB 2007, Seoul (South Korea), 2007, vol. 4642, pp. 722-731.
M. A. A. Dewan, Granger, E., Sabourin, R., Marcialis, G. L., and 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, pp. 192-202. (533.82 KB)
G. L. Marcialis, Roli, F., Andronico, P., Multineddu, P., Coli, P., and Delogu, G., Video Biometric Surveillance and Forensic Image Analysis, in First Workshop on Video Surveillance projects in Italy (VISIT 2008), Modena (Italy), 2008.
L. Didaci and Roli, F., Using Co-training and Self-training in Semi-Supervised Multiple Classifier Systems, in Statistical Techniques in Pattern Recognition, Hong Kong, China, 2006.
G. Giacinto, Roli, F., and 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, pp. 155-159.
G. Fumera, Pillai, I., and 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, pp. 771-779. (151.61 KB)
J. - M. Xu, Fumera, G., Roli, F., and 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.
L. Muñoz-González, Biggio, B., Demontis, A., Paudice, A., Wongrassamee, V., Lupu, E. C., and Roli, F., Towards Poisoning of Deep Learning Algorithms with Back-gradient Optimization, in 10th ACM Workshop on Artificial Intelligence and Security, 2017, pp. 27-38.
G. Giacinto and Roli, F., A theoretical framework for dynamic classifier selection, in 15th International Conference on Pattern Recognition, Barcelona, Spain, 2000, vol. 2, pp. 8-11.
L. Didaci, Marcialis, G. L., and 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.
A. Rattani, Marcialis, G. L., and Roli, F., Temporal Analysis of Biometric Template Update Procedures in Uncontrolled Environment, in International Conference on Image Analysis and Processing (ICIAP'11), Ravenna, Italy, Ravenna (Italy), 2011.
A. Rattani, Freni, B., Marcialis, G. L., and Roli, F., Template update methods in adaptive biometric systems: a critical review, in 3rd International Conference on Biometrics, Alghero (Italy), 2009, vol. 5558, pp. 847-856.

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