Publications

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Book
N. C. Oza, Polikar, R., Kittler, J., and Roli, F., Multiple Classifier Systems, vol. 3541. Springer-Verlag, 2005.
Book Chapter
B. Biggio, Fumera, G., and Roli, F., “Evade Hard Multiple Classifier Systems”, in Supervised and Unsupervised Ensemble Methods and Their Applications, vol. 245, O. Okun and Valentini, G. Springer Berlin / Heidelberg, 2009, pp. 15-38. (562.89 KB)
Conference Paper
L. Didaci, Fumera, G., and Roli, F., “Analysis of Co-training Algorithm with Very Small Training Sets”, in Structural, Syntactic, and Statistical Pattern Recognition, 2012, vol. 7626, pp. 719-726.
F. Alonso, Roli, F., Marcialis, G. L., Fierrez, J., and Ortega, J., “Comparison of fingerprint quality measures using an optical and a capacitive sensor”, in IEEE Conference on Biometrics: Theory, Applications and Systems (BTAS07), Washington DC (USA), 2007, pp. 1-6.
G. Fumera, Roli, F., and Serrau, A., “Dynamics of Variance Reduction in Bagging and Other Techniques”, in 6th Int. Workshop on Multiple Classifier Systems (MCS 2005), Seaside, CA, USA, 2005, 2005th ed., vol. 3541, pp. 316-325.
M. Jagielski, Oprea, A., Biggio, B., Liu, C., Nita-Rotaru, C., and 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, Fumera, G., Roli, F., and Didaci, L., “Poisoning adaptive biometric systems”, in 9th Int'l Workshop on Statistical Techniques in Pattern Recognition (SPR 2012), 2012, vol. 7626, pp. 417-425. (637.79 KB)
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)
Journal Article
F. Alonso, Roli, F., Marcialis, G. L., Fierrez, J., and Ortega, J., “Performance of fingerprint quality measures depending on sensor technology”, Journal of Electronic Imaging, vol. 17, 2008.
L. Oneto, Navarin, N., Biggio, B., Errica, F., Micheli, A., Scarselli, F., Bianchini, M., Demetrio, L., Bongini, P., Tacchella, A., and Sperduti, A., “Towards learning trustworthily, automatically, and with guarantees on graphs: An overview”, Neurocomputing, vol. 493, pp. 217-243, 2022.