Publications

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R. Tronci, «Ensemble of binary classifiers: combination techniques and design issues», University of Cagliari, 2008.
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.
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. 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)
B. Biggio, Fumera, G., e Roli, F., «Evade Hard Multiple Classifier Systems», in Supervised and Unsupervised Ensemble Methods and Their Applications, vol 245, O. Okun e Valentini, G. Springer Berlin / Heidelberg, 2009, pagg 15-38. (562.89 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)
B. Biggio, Fumera, G., Pillai, I., Roli, F., e Satta, R., «Evading SpamAssassin with obfuscated text images», Virus Bulletin, n° 11-2007, 2007. (689 KB)
J. Hoffmann, Rytilahti, T., Maiorca, D., Winandy, M., Giacinto, G., e Holz, T., «Evaluating Analysis Tools for Android Apps: Status Quo and Robustness Against Obfuscation», Horst Görtz Institut for IT Security (Ruhr-University Bochum), Technical Report TR-HGI-2016-003, 2016. (519.16 KB)
J. Hoffmann, Rytilahti, T., Maiorca, D., Winandy, M., Giacinto, G., e Holz, T., «Evaluating Analysis Tools for Android Apps: Status Quo and Robustness against Obfuscation», Proceedings of the 6th ACM Conference on Data and Application Security and Privacy (CODASPY 2016, 09-11 March, 2016). 2016. (726.65 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)
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)
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)
D. Maiorca, Ariu, D., Corona, I., e Giacinto, G., «An Evasion Resilient Approach to the Detection of Malicious PDF Files», in Information Systems Security and Privacy (Communication in Computer and Information Science), vol 576, Springer, 2015, pagg 68-85. (503.11 KB)
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.
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. 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, 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.
S. B. Serpico, Bruzzone, L., e Roli, F., «An experimental comparison of neural and statistical non-parametric algorithms for supervised classification of remote-sensing images», Pattern Recognition Letters, vol 17, pagg 1331-1341, 1996.
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)
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, 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)
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. 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.
I. Pillai, Satta, R., Fumera, G., e Roli, F., «Exploiting Depth Information for Indoor-Outdoor Scene Classification», in 16th Int. Conf. on Image Analysis and Processing (ICIAP 2011), Ravenna, Italy, 2011. (1.23 MB)
R. Satta, Fumera, G., e Roli, F., «Exploiting Dissimilarity Representations for Person Re-Identification», in 1st International Workshop on Similarity-Based Pattern Analysis and Recognition (SIMBAD 2011), Venice, Italy, 2011. (686.41 KB)

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