Publications

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R. Perdisci, Ariu, D., and Giacinto, G., Scalable Fine-Grained Behavioral Clustering of HTTP-Based Malware, Computer Networks - Special Issue on Botnet Activity: Analysis, Detection and Shutdown, vol. 57, pp. 487-500, 2013. (797.8 KB)
C. Lobrano, Tronci, R., Giacinto, G., and Roli, F., A Score Decidability Index for Dynamic Score Combination, in Pattern Recognition, International Conference on, Los Alamitos, CA, USA, 2010, pp. 69-72.
G. Giacinto, Roli, F., and Tronci, R., Score Selection Techniques for Fingerprint Multi-modal Biometric Authentication, in 13th International Conference on Image Analysis and Processing (ICIAP 2005), Cagliari (Italy), 2005, vol. 3617, pp. 1018-1025.
G. L. Marcialis and Roli, F., Score-level fusion of fingerprint and face matchers for personal verification under “stress” conditions, in 14th IEEE International Conference on Image Analysis and Processing ICIAP 2007, 2007.
M. Melis, Demontis, A., Pintor, M., Sotgiu, A., and Biggio, B., secml: A Python Library for Secure and Explainable Machine Learning. 2019. (1.1 MB)
P. Russu, Demontis, A., Biggio, B., Fumera, G., and Roli, F., Secure Kernel Machines against Evasion Attacks, in 9th ACM Workshop on Artificial Intelligence and Security, Vienna, Austria, 2016, pp. 59-69. (686.41 KB)
A. Demontis, Russu, P., Biggio, B., Fumera, G., and Roli, F., On Security and Sparsity of Linear Classifiers for Adversarial Settings, in Joint IAPR Int'l Workshop on Structural, Syntactic, and Statistical Pattern Recognition, Merida, Mexico, 2016, vol. 10029 of LNCS, pp. 322-332. (425.68 KB)
B. Biggio, Akhtar, Z., Fumera, G., Marcialis, G. L., and Roli, F., Security evaluation of biometric authentication systems under real spoofing attacks, IET Biometrics, vol. 1, no. 1, pp. 11-24, 2012. (3.21 MB)
B. Biggio, Fumera, G., and Roli, F., Security evaluation of pattern classifiers under attack, IEEE Transactions on Knowledge and Data Engineering, vol. 26, no. 4, pp. 984-996, 2014. (1.35 MB)
B. Biggio, Corona, I., Nelson, B., Rubinstein, B. I. P., Maiorca, D., Fumera, G., Giacinto, G., and Roli, F., Security Evaluation of Support Vector Machines in Adversarial Environments, in Support Vector Machines Applications, Y. Ma and Guo, G. Springer International Publishing, 2014, pp. 105-153. (687.1 KB)
Z. Akhtar, Security of Multimodal Biometric Systems against Spoof Attacks, University of Cagliari, Cagliari (Italy), 2012. (6.38 MB)
B. Biggio, Fumera, G., Marcialis, G. L., and Roli, F., Security of pattern recognition systems in adversarial environments. 2012. (235.41 KB)
G. Giacinto, Roli, F., and Fumera, G., Selection of classifiers based on multiple classifier behaviour, in Joint IAPR Int. Workshops on Syntactical and Structural Pattern Recognition and Statistical Pattern Recognition (S+SSPR 2000), Alicante, Spain, 2000, vol. 1876, pp. 87-93.
R. Tronci, Giacinto, G., and Roli, F., Selection of experts for the design of multiple biometric systems, in Machine Learning and Data Mining in Pattern Recognition, MLDM 2007, Leipzig, 2007, vol. 4571, pp. 795-809.
G. Giacinto, Roli, F., and Fumera, G., Selection of image classifiers, Electronics Letters, vol. 36, pp. 420-422, 2000.
A. Rattani, Marcialis, G. L., and Roli, F., Self Adaptive Systems: An Experimental Analysis of the Performance Over Time, in In Proc. of IEEE Workshop on Computational Intelligence in Biometrics and Identity Management (CIBIM'11) - A Special Session on Adaptive Biometric Systems, Paris (France), 2011, pp. 36 - 43.
L. Didaci, Marcialis, G. L., and Roli, F., Semi-supervised co-update of multiple matchers, in 8th International Workshop on Multiple Classifiers Systems, Reykijavik (Iceland), 2009.
F. Roli, Semi-supervised Multiple Classifier Systems: Background and Research Directions, in 6th Int. Workshop on Multiple Classifier Systems (MCS 2005), Seaside, CA, USA, 2005, vol. 3541, pp. 1-11.
F. Roli and Marcialis, G. L., Semi-supervised PCA-based face recognition using self-training, in Joint IAPR Int. Workshop. on Structural and Syntactical Pattern Recognition and Statistical Techniques in Pattern Recognition S+SSPR06, Hong Kong (China), 2006, vol. 4109.
L. Didaci, Marcialis, G. L., and Roli, F., Semi-supervised techniques for improving the performance of multiple classifier systems and personal recognition systems using biometric traits, in Italian Conference on Intelligent Systems (CISI06), Ancona (Italy), 2006.
D. Ariu, Giacinto, G., and Perdisci, R., Sensing attacks in Computers Network with Hidden Markov Models, in Machine Learning and Data Mining in Pattern Recognition, MLDM 2007, Leipzig, 2007, vol. 4571, pp. 449-463. (315.94 KB)
R. Satta and Ciardulli, A., Sensor pattern noise and image similarity for picture-to-identity linking, IET Computer Vision, vol. 6, no. 5, 2015. (1.55 MB)
R. Satta, Sensor Pattern Noise matching based on reliability map for source camera identification, in 10th International Conference on Computer Vision Theory and Applications (VISAPP 2015), Berlin, Germany, 2015. (439.56 KB)
G. L. Marcialis and Roli, F., Serial fusion of fingerprint and face matchers, in 7th Int. Workshop on Multiple Classifiers Systems MCS07, Prague (Czech Republic), 2007, vol. 4472.
G. L. Marcialis, Mastinu, P., and Roli, F., Serial fusion of multi-modal biometric systems, in Biometric Measurements and Systems for Security and Medical Applications (BIOMS), 2010 IEEE Workshop on, Taranto (Italy), 2010.

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