Publications

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A
Z. Akhtar, Security of Multimodal Biometric Systems against Spoof Attacks, University of Cagliari, Cagliari (Italy), 2012. (6.38 MB)
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)
B
B. Biggio, Melis, M., Fumera, G., and Roli, F., Sparse Support Faces, in Int'l Conf. on Biometrics (ICB), 2015, pp. 208-213. (702.84 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, Nelson, B., and Laskov, P., Support Vector Machines Under Adversarial Label Noise, in Journal of Machine Learning Research - Proc. 3rd Asian Conference on Machine Learning (ACML 2011), Taoyuan, Taiwan, 2011, vol. 20, pp. 97-112. (533.74 KB)
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)
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, Fumera, G., Marcialis, G. L., and Roli, F., Statistical Meta-Analysis of Presentation Attacks for Secure Multibiometric Systems, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 39, no. 3, pp. 561-575, 2017. (5.7 MB)
B. Biggio, Fumera, G., Pillai, I., and Roli, F., A survey and experimental evaluation of image spam filtering techniques, Pattern Recognition Letters, vol. 32, pp. 1436 - 1446, 2011. (2.12 MB)
B. Biggio, Fumera, G., Marcialis, G. L., and Roli, F., Security of pattern recognition systems in adversarial environments. 2012. (235.41 KB)
C
I. Corona, Tronci, R., and Giacinto, G., SuStorID: A Multiple Classifier System for the Protection of Web Services, in International Conference on Pattern Recognition (ICPR 2012), Tsukuba International Congress Center, Tsukuba Science City, JAPAN, 2012, pp. 2375-2378. (286.16 KB)
E. Costamagna, Fanni, A., and Giacinto, G., A simulated annealing algorithm for the optimization of communication network, in Int. Symp. on Signals, Systems and Electronics (ISSSE '95), 1995, pp. 405-408.
D
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)
A. Demontis, Melis, M., Biggio, B., Fumera, G., and Roli, F., Super-sparse Learning in Similarity Spaces, IEEE Computational Intelligence Magazine, vol. 11, no. 4, pp. 36-45, 2016. (555.22 KB)
A. Demontis, Biggio, B., Fumera, G., and Roli, F., Super-Sparse Regression for Fast Age Estimation From Faces at Test Time, in 18th Int'l Conf. on Image Analysis and Processing (ICIAP), Genova, Italy, 2015, vol. Image Analysis and Processing (ICIAP 2015), pp. 551-562. (678.7 KB)
L. Didaci, Giacinto, G., Roli, F., and Marcialis, G. L., A study on the performances of Dynamic Classifier Selection based on Local Accuracy Estimation, Pattern Recognition, vol. 38, pp. 2188-2191, 2005.
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.
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
G. Fumera, Pillai, I., and Roli, F., Spam filtering based on the analysis of text information embedded into images, Journal of Machine Learning Research (special issue on Machine Learning in Computer Security), vol. 7, pp. 2699-2720, 2006.
G. Fumera and Roli, F., Support Vector Machines with Embedded Reject Option, in Int. Workshop on Pattern Recognition with Support Vector Machines (SVM2002), Niagara Falls, Canada, 2002, pp. 68-82.
G
G. Giacinto, Roli, F., and Fumera, G., Selection of image classifiers, Electronics Letters, vol. 36, pp. 420-422, 2000.
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.
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.
L
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.
M
D. Maiorca, Ariu, D., Corona, I., Aresu, M., and Giacinto, G., Stealth Attacks: An Extended Insight into the Obfuscation Effects on Android Malware, Computers And Security (Elsevier), vol. 51 (June), pp. 16-31, 2015. (413.99 KB)

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