Publications

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Conference Paper
L. Demetrio, Biggio, B., Lagorio, G., Roli, F., e Armando, A., «Explaining Vulnerabilities of Deep Learning to Adversarial Malware Binaries», in 3rd Italian Conference on Cyber Security, ITASEC 2019, Pisa, Italy, 2019, vol 2315.
M. Melis, Maiorca, D., Biggio, B., Giacinto, G., e Roli, F., «Explaining Black-box Android Malware Detection», in 26th European Signal Processing Conference (EUSIPCO '18), Rome, Italy, 2018, pagg 524-528. (431.78 KB)
L. Ghiani, Marcialis, G. L., e Roli, F., «Experimental results on the feature-level fusion of multiple fingerprint liveness detection algorithms», in Proceedings of the on Multimedia and security, Coventry (UK), 2012. (940.07 KB)
G. L. Marcialis e Roli, F., «Experimental results on fusion of multiple fingerprint matchers», in 4th International Conference on Audio- and Video-based Person Authentication (AVBPA03), Guildford (U.K.), 2003, vol 2688, pagg 814-820.
L. Ghiani, Denti, P., e Marcialis, G. L., «Experimental results on fingerprint liveness detection», in Proceedings of the 7th international conference on Articulated Motion and Deformable Objects (AMDO 2012), Andratx (Mallorca, Spain), 2012. (595.48 KB)
F. Roli, Raudys, S., e Marcialis, G. L., «An experimental comparison of fixed and trained fusion rules for crisp classifiers outputs», in 3rd International Workshop on Multiple Classifiers Systems (MCS02), Cagliari (Italy), 2002, vol 2364, pagg 232-241.
A. Serrau, Marcialis, G. L., Bunke, H., e Roli, F., «An Experimental Comparison of Fingerprint Classification Methods Using Graphs», in 5th IAPR-TC15 Workshop on Graph-based, Poitiers, 2005, L. Brun and M. Vento., vol 3434, pagg 281-290.
F. Roli, Kittler, J., Fumera, G., e Muntoni, D., «An Experimental Comparison of Classifier Fusion Rules for Multimodal Personal Identity Verification Systems», in 3rd Int. Workshop on Multiple Classifier Systems (MCS 2002), Cagliari, Italy, 2002, vol 2364, pagg 325-335.
A. Rattani, Marcialis, G. L., e Roli, F., «An Experimental Analysis of the Relationship between Biometric Template Update and the Doddington’s Zoo in Face Verification», in 14th International Conference on Image Analysis and Processing (ICIAP09), Vietri sul Mare (Italy), 2009.
B. Biggio, Corona, I., Maiorca, D., Nelson, B., Srndic, N., Laskov, P., Giacinto, G., e Roli, F., «Evasion attacks against machine learning at test time», in European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), 2013, vol 8190, pagg 387-402. (473.78 KB)
Z. Akhtar, Fumera, G., Marcialis, G. L., e Roli, F., «Evaluation of serial and parallel multibiometric systems under spoofing attacks», in 5th IEEE Int'l Conference on Biometrics: Theory, Applications and Systems (BTAS), Washington DC, USA, 2012, vol . (573.02 KB)
Z. Akhtar, Fumera, G., Marcialis, G. L., e Roli, F., «Evaluation of Multimodal Biometric Score Fusion Rules under Spoof Attacks», in 5th IAPR Int’l Conference on Biometrics (ICB), New Delhi, India, 2012, pagg 402-407. (612.37 KB)
B. Biggio, Fumera, G., e Roli, F., «Evade Hard Multiple Classifier Systems», in Workshop on Supervised and Unsupervised Ensemble Methods and Their Applications (SUEMA 2008), Patras, Greece, 2008. (185.01 KB)
G. L. Marcialis, Didaci, L., e Roli, F., «Estimating the serial combination's performance from that of individual base classifiers», in IAPR 17th Int. Conf. on Image Analysis and Processing (ICIAP 2013), 2013, vol Springer LNCS 8156, pagg 622-631. (210.77 KB)
G. Fumera e Roli, F., «Error rejection in linearly combined multiple classifiers», in Multiple Classifier Systems (MCS 2001), Robinson College, Cambridge, UK, 2001, vol 2096, pagg 329-338.
G. Giacinto e Roli, F., «Ensembles of Neural Networks for Soft Classification of Remote Sensing Images», in European Symposium on Intelligent Techniques, Bari, Italy, 1997, pagg 166-170.
M. Zanda, Brown, G., Fumera, G., e Roli, F., «Ensemble Learning in Linearly Combined Classifiers via Negative Correlation», in 7th Int. Workshop on Multiple Classifier Systems (MCS 2007), Prague, Czech Republic, 2007, vol 4472, pagg 440-449.
L. Didaci, Giacinto, G., e Roli, F., «Ensemble Learning for Intrusion Detection in Computer Networks», in AI*IA, Workshop on "Apprendimento automatico: metodi e applicazioni", Siena, Italy, 2002.
L. Piras, Giacinto, G., e Paredes, R., «Enhancing image retrieval by an Exploration-Exploitation approach», in 8th International Conference Machine Learning and Data Mining (MLDM), Berlin, 2012, vol 7376, pagg 355-365. (307.57 KB)
M. A. O. Ahmed, Didaci, L., Fumera, G., e Roli, F., «An Empirical Investigation on the Use of Diversity for Creation of Classifier Ensembles», in Multiple Classifier Systems, 2015, vol 9132, pagg 206-219. (216.76 KB)
C. Pagano, Granger, E., Sabourin, R., Rattani, A., Marcialis, G. L., e Roli, F., «Efficient Adaptive Face Recognition Systems Based on Capture Conditions, Proc. of », in IEEE Workshop on Computational Intelligence in Biometrics and Identity Management (CIBIM 2014), 2014. (574.39 KB)
G. Fumera, Roli, F., e 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, pagg 316-325.
C. Pagano, Granger, E., Sabourin, R., Marcialis, G. L., e Roli, F., «Dynamic weighted fusion of adaptive classifier ensembles based on changing data streams, In: Gayar N.E., Schwenker F., Suen C.Y, , , pp», in 6th IAPR TC3 International Workshop on Artificial Neural Networks for Pattern Recognition (ANNPR 2014), 2014, vol Springer LNAI 8774, pagg 105-116. (1.89 MB)
R. Tronci, Giacinto, G., e Roli, F., «Dynamic Score Selection for Fusion of Multiple Biometric Matchers», in 14th IEEE International Conference on Image Analysis and Processing ICIAP 2007, Modena, Italy, 2007, pagg 15-20.
R. Tronci, Giacinto, G., e Roli, F., «Dynamic score combination of binary experts», in 19th International Conference on Pattern Recognition (ICPR 2008), Tampa (Florida, USA), 2008.

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