Publications

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G. L. Marcialis, Coli, P., e Roli, F., «Fingerprint Liveness Detection based on Fake Finger characteristics», International Journal of Digital Crime and Forensics, vol 4, n° 3, 2012.
G. L. Marcialis e Roli, F., «Fusion of LDA and PCA for Face Recognition», in 8th Congress of Italian Association for Artificial Intelligence, Siena (Italy), 2002.
G. L. Marcialis, «Fusion of multiple classifiers for person recognition by fingerprints and faces», Cagliari (Italy), 2004.
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.
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. L. Marcialis e Roli, F., «Fingerprint verification by fusion of optical and capacitive sensors», Pattern Recognition Letters, vol 25, pagg 1315-1322, 2004.
G. L. Marcialis, Roli, F., e Tidu, A., «Analysis of Fingerprint Pores for Vitality Detection», in Pattern Recognition (ICPR), 2010 20th International Conference on, Instanbul (Turkey), 2010.
G. L. Marcialis e 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.
G. L. Marcialis e Roli, F., «High security fingerprint verification by perceptron-based fusion of multiple matchers», in 5th International Workshop on Multiple Classifiers Systems (MCS04), Cagliari (Italy), 2004, vol 3077, pagg 364-373.
G. L. Marcialis, Roli, F., e Frasconi, P., «Fingerprint Classification by Combination of Flat and Structural Approaches», in 3rd International Conference on Audio- and Video- Based Biometric Person Authentication AVBPA'01, Halmstad (Sweden), 2001, vol 2091, pagg 241-246.
G. L. Marcialis, Roli, F., e Loddo, P., «Fusion of Multiple Matchers for Fingerprint Verification», in 8th Congress of Italian Association for Artificial Intelligence, Siena (Italy), 2002.
G. L. Marcialis, Rattani, A., e Roli, F., «Biometric template update: an experimental investigation on the relationship between update errors and performance degradation in face verification», in Joint IAPR Int. Workshop on Structural and Syntactical Pattern Recognition and Statistical Techniques in Pattern Recognition S+SSPR08, Orlando (Florida, USA), 2008.
M. Mauri, Mulas, A., e Ariu, D., «The Dark Side of Open Data», 2nd International Workshop on Knowledge Discovery on the WEB (KDWEB). Cagliari, 2016. (124.62 KB) (1.33 MB)
M. Melis, Piras, L., Biggio, B., Giacinto, G., Fumera, G., e Roli, F., «Fast Image Classification with Reduced Multiclass Support Vector Machines», in 18th Int'l Conf. on Image Analysis and Processing, Genova, Italy, 2015, vol Image Analysis and Processing (ICIAP 2015), pagg 78-88. (829.37 KB)
M. Melis, Demontis, A., Biggio, B., Brown, G., Fumera, G., e Roli, F., «Is Deep Learning Safe for Robot Vision? Adversarial Examples against the iCub Humanoid», in ICCV 2017 Workshop on Vision in Practice on Autonomous Robots (ViPAR), Venice, Italy, 2017, vol 2017 IEEE International Conference on Computer Vision Workshops (ICCVW), pagg 751-759. (3.16 MB)
M. Melis, Scalas, M., Demontis, A., Maiorca, D., Biggio, B., Giacinto, G., e Roli, F., «Do Gradient-Based Explanations Tell Anything About Adversarial Robustness to Android Malware?», International Journal of Machine Learning and Cybernetics, vol 13, pagg 217-232, 2022. (1.2 MB)
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)
F. Meloni, Sanna, A., Maiorca, D., e Giacinto, G., «Extended Abstract: Effective Call Graph Fingerprinting for the Analysis and Classification of Windows Malware», 19th Conference on Detection of Intrusions and Malware & Vulnerability Assessment (DIMVA). pagg 42-52, 2022. (328.32 KB)
A. Montali, Giacinto, G., Migliaccio, M., e Gambardella, A., «Supervised Pattern Classification Techniques for Oil Spill Classification in SAR Images: Preliminary Results», in SEASAR2006 Workshop, ESA-ESRIN, Frascati, Italy, 2006, pagg 23-26.
L. Muñoz-González, Biggio, B., Demontis, A., Paudice, A., Wongrassamee, V., Lupu, E. C., e Roli, F., «Towards Poisoning of Deep Learning Algorithms with Back-gradient Optimization», in 10th ACM Workshop on Artificial Intelligence and Security, 2017, pagg 27-38. (4.08 MB)
V. Mura, Yambay, D., Ghiani, L., Marcialis, G. L., Schuckers, S., e Roli, F., «LivDet 2015 – Fingerprint Liveness Detection Competition 2015», in 7th IEEE Int. Conference on Biometrics: Technology, Applications and Systems (BTAS 2015), 2015. (178.26 KB)
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M. Narouei, Ahmadi, M., Giacinto, G., Takabi, H., e Sami, A., «DLLMiner: structural mining for malware detection», Security and Communication Networks, 2015. (731.78 KB)
B. Nelson, Biggio, B., e Laskov, P., «Understanding the Risk Factors of Learning in Adversarial Environments», in 4th ACM Workshop on Artificial Intelligence and Security (AISec 2011), Chicago, IL, USA, 2011, pagg 87–92. (132.42 KB)
B. Nelson, Biggio, B., e Laskov, P., «Microbagging Estimators: An Ensemble Approach to Distance-weighted Classifiers», in Journal of Machine Learning Research - Proc. 3rd Asian Conference on Machine Learning (ACML 2011), Taoyuan, Taiwan, 2011, vol 20, pagg 63-79. (481.46 KB)
W. W. Y. Ng, Hu, J., Yeung, D., Yin, S., e Roli, F., «Diversified Sensitivity based Undersampling for Imbalance Classification Problems», IEEE Transactions on Cybernetics, In Press. (1.91 MB)

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